{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GLM: Mini-batch ADVI on hierarchical regression model\n",
    "Unlike Gaussian mixture models, (hierarchical) regression models have independent variables. These variables affect the likelihood function, but are not random variables. When using mini-batch, we should take care of that. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: THEANO_FLAGS=device=cpu, floatX=float32, warn_float64=ignore\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%env THEANO_FLAGS=device=cpu, floatX=float32, warn_float64=ignore\n",
    "import theano\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv(pm.get_data('radon.csv'))\n",
    "\n",
    "county_names = data.county.unique()\n",
    "county_idx = data['county_code'].values\n",
    "n_counties = len(data.county.unique())\n",
    "total_size = len(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, 'log_radon_t' is a dependent variable, while 'floor_t' and 'county_idx_t' determine independent variable.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
     ]
    }
   ],
   "source": [
    "import theano.tensor as tt\n",
    "\n",
    "log_radon_t = pm.Minibatch(data.log_radon.values, 100)\n",
    "floor_t = pm.Minibatch(data.floor.values, 100)\n",
    "county_idx_t = pm.Minibatch(data.county_code.values, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as hierarchical_model:\n",
    "    # Hyperpriors for group nodes\n",
    "    mu_a = pm.Normal('mu_alpha', mu=0., sigma=100**2)\n",
    "    sigma_a = pm.Uniform('sigma_alpha', lower=0, upper=100)\n",
    "    mu_b = pm.Normal('mu_beta', mu=0., sigma=100**2)\n",
    "    sigma_b = pm.Uniform('sigma_beta', lower=0, upper=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Intercept for each county, distributed around group mean mu_a. Above we just set mu and sd to a fixed value while here we plug in a common group distribution for all a and b (which are vectors of length n_counties)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with hierarchical_model:\n",
    "    \n",
    "    a = pm.Normal('alpha', mu=mu_a, sigma=sigma_a, shape=n_counties)\n",
    "    # Intercept for each county, distributed around group mean mu_a\n",
    "    b = pm.Normal('beta', mu=mu_b, sigma=sigma_b, shape=n_counties)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Model prediction of radon level `a[county_idx]` translates to `a[0, 0, 0, 1, 1, ...]`, we thus link multiple household measures of a county to its coefficients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with hierarchical_model:\n",
    "\n",
    "    radon_est = a[county_idx_t] + b[county_idx_t] * floor_t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we specify the likelihood:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with hierarchical_model:\n",
    "    \n",
    "    # Model error\n",
    "    eps = pm.Uniform('eps', lower=0, upper=100) \n",
    "    \n",
    "    # Data likelihood\n",
    "    radon_like = pm.Normal('radon_like', mu=radon_est, sigma=eps, observed=log_radon_t, total_size=len(data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Random variable 'radon_like', associated with 'log_radon_t', should be given to the function for ADVI to denote that as observations in the likelihood term. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the other hand, 'minibatches' should include the three variables above. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, run ADVI with mini-batch. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Loss = 120.38: 100%|██████████| 100000/100000 [01:31<00:00, 1088.50it/s]\n",
      "Finished [100%]: Average Loss = 120.44\n"
     ]
    }
   ],
   "source": [
    "with hierarchical_model:\n",
    "    approx = pm.fit(100000, callbacks=[pm.callbacks.CheckParametersConvergence(tolerance=1e-4)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the trace of ELBO and compare the result with MCMC. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(approx.hist);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [eps, beta, alpha, sigma_beta, mu_beta, sigma_alpha, mu_alpha]\n",
      "Sampling 2 chains: 100%|██████████| 5000/5000 [04:50<00:00, 17.20draws/s]\n",
      "There were 32 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "There were 14 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The acceptance probability does not match the target. It is 0.8818116137571439, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
     ]
    }
   ],
   "source": [
    "# Inference button (TM)!\n",
    "with pm.Model():\n",
    "\n",
    "    mu_a = pm.Normal('mu_alpha', mu=0., sigma=100**2)\n",
    "    sigma_a = pm.Uniform('sigma_alpha', lower=0, upper=100)\n",
    "    mu_b = pm.Normal('mu_beta', mu=0., sigma=100**2)\n",
    "    sigma_b = pm.Uniform('sigma_beta', lower=0, upper=100)\n",
    "    \n",
    "    a = pm.Normal('alpha', mu=mu_a, sigma=sigma_a, shape=n_counties)\n",
    "    b = pm.Normal('beta', mu=mu_b, sigma=sigma_b, shape=n_counties)\n",
    "    \n",
    "    # Model error\n",
    "    eps = pm.Uniform('eps', lower=0, upper=100)\n",
    "    \n",
    "    radon_est = a[county_idx] + b[county_idx] * data.floor.values\n",
    "    \n",
    "    radon_like = pm.Normal(\n",
    "        'radon_like', mu=radon_est, sigma=eps, observed=data.log_radon.values)\n",
    "    \n",
    "    # essentially, this is what init='advi' does\n",
    "    step = pm.NUTS(scaling=approx.cov.eval(), is_cov=True)\n",
    "    hierarchical_trace = pm.sample(2000, step, start=approx.sample()[0], progressbar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "means = approx.bij.rmap(approx.mean.eval())\n",
    "sds = approx.bij.rmap(approx.std.eval())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
     ]
    },
    {
     "data": {
      "image/png": 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+bQcUQgghDrWMv2vRWr+ntf5KpscVQhybUqluurvX4z0E56MATCYbHvc4gkE5J9UfjYEeGoMxKsuyAYgubiWyoAn33GLcs4v6NIa1MIu8K8aS6orT+eQ6tKH32rayLAetYUl9V0biF0IIITJNVqSEEIdVKLwCMPD5Dk0iBeD1TSEcXoFhyGpHX1XV9SY0lWU5pDp6CLxQg63ci++s8n6NYy/34Tt3KLG1nUQWNu+13eRSPyYF1XWSSAkhhDgySSIlhDisPi80MemQzenzTsYw4nR3rz1kcx7tqmo7cdnMjB7kpvOp9WCCnItHoUx73863N+7ZRdiH+wm+uplU157PS7ntFsYM9u4ocCGEEEIcaSSREkIcVsHQUlyuYVit/kM25/ZthFJwou+qaruYUuonvqSVRF0I/3kVWLIdBzSWUorsr40AoOu5DWi95y1+lWXZLN0SIJk2DjhuIYQQYqBIIiWEOGy01gSDSw7J/VGhRIg1HWtY17mOuMrCZsuXghN91B1PsbY5xNQiH6HXa7GVe3FNLTioMS3ZDnxnlxPfECC2es/V+aaV59CTTLOmKXRQcwkhhBADIVP3SAkhRL/FYltJJjvw+gbm/qieVA9Pr3ualza9xNrOXbfx3TzYSmn6Q4Ymo7isrr2MIKC34IOhYUxbAqMnhf+C4fus0NdXWTMG0/1pE8FXN+MYlYOy7Ppve9sLW1TVdjGx+NCtWAohhBB9IStSQojDJhjsXREaiBWpd+vf5ZznzuHOqjuxmWzcPOVmfv+l3/P7L/2em6bcRIf2Ykl3cPEL5/Ju/bsZn/9YUlXbhUlBxdogWTMHYxuclZFxlVnhP3coqY4Y3Z827va8yO+kyOeQghNCCCGOSLIiJYQ4bEKhZZhMTrKyRmZszLSR5s6qO3l8zeOMzhnN3SffzdRBU3dr11UykcVLLmWE08IP5v+Ab4/9Nj+a9iMsJvmx+EXVdV0Mt9twp814v1za535ap4nHW0gkOjCbnTidpZhMtl3aOEblYB/hJzx/C1kzCjHZd/3+V5bn8NnmDrTWGVkFE0IIITJF3jEIIQ6bYGgpXu8ETBlKXpLpJD9+/8e8u+VdLhtzGf8+7d+xmq17bOvxTABMfG/0WeS1x3l09aM0RZq4fc7te+1zPEqlDRbXdXJm0kzWyUWYPbb99gkGF7N162O0d8wnlfr8fJPJZMPnq6Ro8DcoKDhnx5+774xyWu9bSvcnTXhPKdllrMrybF5c1sjWrh5KcmQLphBCiCOHJFJCiMPCMOKEw6spLbkyI+OljTQ//+jnvLvlXX4646dcOubSfba3WLJwu0fRHV7Bz2c+whD3EO6quguAu06+C5OSnc8Aa5vDRJMGEy1OPHOL99k2Fmtk7br/pKNjPhaLj/y80/H5pmCz5ZNORwiHV9Ha9iarVv+I2ro/M3LkbeRkz8JW4sExKpvuD7finj14l1WpadvOSVXXdUkiJYQQ4ogi7xSEEIdFOLwarRN4M3ARr9aa3y38Ha/Xvs6Ppv1ov0nUdj7vZEKhpWhtcMW4K/hx5Y95q+4t7qm+56BjOlZ8tqoFgBMqizBn7X2lrq3tLRZ8djaBwGcMr/gPTpz9IWPH3sGQIZeQn38ahYUXMGLEz5k9610mjP8zhhFnyZLL2VhzF1qn8Z5WhhFN0f1J0y7jji704rZbqKrrHNDXKYQQQvSXJFJCiMMiGOq9iDcThSae3fAsT657kivHXcl3xn+nz/283smkUmGi0c0AfHvst/nWqG/xyKpHeGrdUwcd17Hgs6XNFKAYcWrZXtvU1z/I8hXXk+UaxswZr1FWdh0Wy54LUihloqDgTGbOeIWiwd+gru4vrFh5E+YiK/aR2XR/0oBOfX5vlNmkmFLql4t5hRBCHHEkkRJCHBbB4BLs9sHY7YMOapzVHav53We/Y3bRbH449Yf96uv1TeqNZdt9Ukopfjrjp5w45ERuX3g76zrXHVRsR7t0OMHSzm4m57ixeO17bFNXfz8bNv6WgoJzmDr1CZzOfW//285sdjFmzO8YMeIXtLW9yYoV3yPrpAKMcJLo0tZd2k4ry2ZdS5hQLHnQr0kIIYTIFEmkhBCHRSi0DN9B3h8VSUb49/f+nWxHNv87538xm8z96p/lqsBsdhMKLdvxNbPJzG9P+i1eu5effPATosnoQcV4NNvwbi2taGZOKtzj8y1b/sbGjf9LQcE5jBt7D2bznpOtfSktuYrRo39DR+cH1CT+B0uhg/CHDWitd7SpLMtBa1hSHzjg1yKEEEJkmiRSQohDLpFoJxbbitc76aDGuaf6Hhq7G7lj7h1kO7L73V8pEz7vJILBpbt8PceRw+/m/I7aYC13V919UDEerYx4mk+reu92mjl+91XD9o73WL/hf8jLO41xY+85qMqLQ4ouZnjFrbS2vkJH5fOkWqLEN3yeNE0u9WNSUF0r56SEEEIcOSSREkIccsFtK0AHcz5qYdNCnlz3JJeNvWyP90T1ldc3mUhkHel0zy5fP2HwCVw+9nKeWv8UVc1VBzz+0apnWRsrkglcFhOjCz27PItEali58ge43aMYP+7gkqjtysqupbj4CpoTTxIuryL84dYdz9x2C6MLvVTXyzkpIYQQRw5JpIQQh1wouASlzHg84w6ofywV47ZPbqPUU8pNU246qFh83slonSYUXrnbsxsm38AQ9xB+/emvSaQTBzXP0aZ7UTMrLZrJZdlYzJ//qkine1i+4vuYTDYmTvg/zObMlSQfMfxn+HyVNI98gFDjKpItkR3PKsuzWVIfIJU29jGCEEIIcehkLJFSSjmUUguVUsuUUquUUr/O1NhCiGNLMLQMd9ZozGbnAfV/aOVDbO3eyq9m/wqn5cDG2G779sJQcMluz1xWF7884ZfUhmp5YMUDBzXP0STRFCG4JcTGVIrKsl23TG7ceDvR6EbGjbsHp3NIRuc1maxMGP8nLFY3jZPuI7SgbsezaWXZRBNp1jaHMzqnEEIIcaAyuSIVB07VWk8CJgNnKaVOyOD4QohjgNYGodDyHRXz+mtLeAsPrniQs4eezfTC6Qcdj82Wi9NRumO74RedOOREzh56Ng+tfIim7qY9tjnWRBY2sdpkYABTd0qk2tvfZWvD3ykt+S65OScNyNx2ewFjx95Jwt1IfeAvGPE0sOvFvEIIIcSRIGOJlO7Vve1/rds+9D66CCGOQ5FoDel09wGfj7pz0Z2YTWZumXZLxmLy+iYRCi3d6/MfTf0RAPcsPvYv6tXJNNElbawtsKEUTCntTWCSySBr1v4Mt3s0FRWZ+97vSW7uXAo9X6Oz+DVaFr8FwBC/k0KvgypJpIQQQhwhMnpGSillVkotBVqBt7TWn33h+bVKqSqlVFVbW1smpxZCHCVCwd6VH+8BJFILmxYyf8t8rp14LYOyDu7+qZ35vJOJx5uJxfa84jTYPZgrxl3Ba5tfY1nbnleujhXRlR3oWIqVFs3IAg8+pxWAmpo7SSQ6GTvmDkym/pc576+Rk3+JNZHPxsB/k0rFUEoxrTxbKvcJIYQ4YmQ0kdJap7XWk4FiYIZSavwXns/TWldqrSvz8/MzObUQ4igRCi3FYvHgcg3tVz+tNfdU30NhViGXj708ozFtT+pCe9neB/Dd8d8l35nPHYvu2OWOo2NNZGETphw7y9q6d2zrCwSraWj8J6UlVx1wgZD+slo9VHh/RsLezOaV9wJQWZZNYzBGY6BnP72FEEKIgTcgVfu01gFgPnDWQIwvhDh6BUPL8HomoVT/fvy8VfcWKztWcsPkG7AfwMWv++LxjEEpG8F9bO9zWV3cNOUmlrct543aNzI6/5Ei2RYlsTlE4xg/4XhvoQnDSLJ27S+w2wczdOgPDmk8gyvPwdM6ky0dD9LTUy/npIQQQhxRDv7yj22UUvlAUmsdUEo5gdOB2zM1vhDi6JdO9xCJrCOv7Pp+9UsaSf645I8M9w/nvGHnZTwuk8mOxzOWUHDviRTABcMv4O9r/s59S+/jtLLTsGTg/qQ9ae+Os7iui83tEdrCcRJpA5fNQoHHzujBHiYW+3HbMz93ZFEzmBRrvL1jTyvLZsuWh4hE1jNxwv9hsWRlfM59MdktlDluYlX6atat+RVjJ96P02qmuq6L8yYVHdJYhBBCiC/K5G/iwcDflFJmele6ntJav5zB8YUQR7lQeCVap/tdaOL5Dc9TF6rj3lPvxWwyD0hsPu9kGhqfwDBSe71g1qRM3Dj5Rn4w/we8VPMSF424KGPzd3THeX5JA88vaWBVY2jH1102MzaLiUg8RTLdu6XQYlLMHp7HBZOK+MqkwdgtB/890SmDaHUrzjE5LGkJkZtlo9AdYcGq+8jLO438/NMOeo4DkT1jAnkvXEib5QmCXe8yucRPVZ2ckxJCCHH4ZSyR0lovB6ZkajwhxLFne2W87Xc39UUineD/lv0fUwumMrd47kCFhtc7iS1bHyESWbfPc0CnlJzCuNxx/HXZX/nKsK9gNVsPat7WcIw/z6/hnwvriacMJpX4+cmZozhhWC7DC9w7ij1oremIJFjZEOTTmg5eX9XMLU8v43evreG6uRVcPqsMh/XAE6qe1R0YkSRZMwqpfnEZ08qy2Vz7BwwjwYjhPz2o13gwbEVuClIXEop9zIaNv6Wy7E/8+f16IvEUWQOwKieEEEL01YCckRJCiD0JBpficJRgs+X2uc8LNS/Q2tPK9ZOuRyk1YLH5fL2rZHu7T2o7pRQ3TbmJxkgjz2147oDnSxuaBz/azKl3vc/fF9Rx3qQi3vzRXF644URuOGU408qydyRR2+fNc9v50qgCfnbOGN778Zd47LszGTPYy29eXcOX736f99cfeDXUyKJmzH47oUIXdR1RZpV20dj4NMXFl/e7MEimuSuHkL/qm/T01DMlbz5pQ7NsS+CwxiSEEEJIIiWEOGRCoaU7Epa+SBkpHlrxEBPyJnDC4IG939vhKMFqzdnvOSmA2UWzmVowlXnL5xFLxfo9V0Ogh0vmLeC/X17NtLJs3vrRXO76xiRGDvL0eQylFCeNyOPv353JP66eidNm5oqHFvKz51bQHU/1K55UZ4z4hgBZlYNYsjUAaIbZH8Ri8TK0/MZ+vrrMc00uICs4CU9qKqbIw7isUblPSgghxGEniZQQ4pCIx1uIx5v7ta3vtc2vsbV7K9dMuGZAV6OgNzHxeSfvs3Lfzm1vmHwDrT2tPL/x+X7N88aqZs7+wwesagzy+29O4pGrpjMs332gYQMwe3geL990EtedPIwnF9XzlT9+yMbWcJ/7R6qaQYGrspDqui6mFqwh1bOIYUNvwmr1HVRsmWByWnCOzyV32ddIp0JcNu59qdwnhBDisJNESghxSGxPUPpaaMLQBg+ueJDh/uGcXHLyQIa2g9c3mWi0hmQytN+20wunM6VgCg+vfJhkOrnf9lpr/vzeRq77ezXleVm8cvMcvjq1OGMJosNq5mdnj+GJa2fRHU9x4X2f8O7alv3HldZEqlpwjMzG4rdTXdfBxaNfxeksY8iQSzMSWyZkVRZi7xhCvu0cKvPfZnPLRgxj1/u8gj1JVjeG+KSmnffXt7FgUwfrmsNE+rlCJ4QQQvSFnNQVQhwSoeAylLLido/tU/v59fOpCdZw+5zbMfXzzqkD5dvpYt7c3Dn7bKuU4poJ1/D9d77Py5te3mcFv2Ta4Jf/WskTi7Zw/qQi7vj6xIMqDLEvM4bm8MKNJ3Hto1V8929V/NcF47n8hLK9to+t68QIJci6oIJ4Ko0l8QF5jnqGDr0bk+ngCmlkkn2YD3OOg9z1F9Ja/hanlbzEgs1nsLk9wscb21lSH6ApuPdtliU5TqaX5XDSiDy+PGbQLufPhBBCiAMhiZQQ4pAIhpbicY/B3IfLdLXW3L/ifko8JZxRfsYhiK6X1zsRUIRCS/ebSAGcNOQkxuSM4YEVD3B+xfl7LM2eSBnc8I/FvLW6hRtPGc6/nz4Sk2lgtykO8Tt55vrZ3PTPxfzyXyvpjqX43pcq9tg2sqgZk8eKY3QO1Vs6OHfoK2hzOYWD+n9fl9YaoztJqq2HdCSJjqVAgbKYMHlsWLIdmP121AG8fmVSZE0bROCtHrrLzmfW4Ge55fEXaYoOYojfyfTjIlw7AAAgAElEQVTyHMYVeSnOdpGTZcNmUcSSBh2RBLXtEdY0hXhvfRvPLWnAZjFx+phBfHtWGTOG5gz4tlEhhBDHJkmkhBADzjCShELLKCq6uE/tP238lFUdq/jVrF8N2KW3e2KxeMjKGt6nc1LQuyp17cRr+dF7P+KN2jc4Z9g5uzyPp9Lc8Phi3l7Tyq/OG8uVJx666ndOm5m/XDaNW55axu2vryUST3HLGSN3SRrSwTixtZ14Ti5BmU2sr32BIe5mSsvvpvdKwP1LdyfoWdVBfGOA+OYgRve+tzkqhwVbiRvHiGwcY3Kw5rv6NI/Wmo/ciruI0PreFG6f8xKXjn+L02fPY+Qgd5+SIcPQLNsa4IWljfxraQOvrGhiUomfW88axeyKvD7FIYQQQmwniZQQYsB1d6/BMGL4fdP61H7einkMcg3i/IrzBziy3Xm9k2hvfwetdZ/enJ9aeioVvgruX3E/Zw09a8c2xETK4HuPLebdta3894X73l43UKxmE/dcPBmXzcy98zfisJq48dQRO55HqlpAQ9b0QRhGCmf8EVqSQzi1dN/fd6018fVdhD9uJL6hCzSY/XYcI7OxFrmxFrgweWyYnGbQoJMG6VCcVGeMZEM38doQwVc3E3x1M7ZSD1nTC3FNKUBZ9ryFc9mWAL98YSXLtwYps1r4D0sRNZFzGOd/niJ3A0qN7tP3w2RSTCnNZkppNreeNZpnFm/lL/M38m/3f8ZpYwbx83NGH3ThDyGEEMcPSaSEEAMuEKwGwOfffyK1uGUx1S3V3Dr91oO+7PZA+LyTaWp6hp6eOlyu8v22NykTV0+8mp99+DPe2/Iep5aeimFobn12Oe+ubeV/LhzPZYchidrObFL89qIJJFIGd725HrfdwpUnDkUbmkhVM/YKH5ZcJw2Nz+K1NrEx9h+ovZxJ04YmuqSV8PtbSbVGMXlteL5UgmtSPtbCrH3GYS3YdeUp1RWjZ0U7kaoWup7dQPCtOjxzi8maUYjJ1rsaFk2k+P2b63no483kue3c+fWJnGmxE3piHS/rrxNJvs6a9XcxY+oD/f6+OG1mLj+hjG9MK+bBjzbzl/dqOOsPH3LLGSO5es4wzAO8/VIIIcTRTxIpIcSACwaqcTiG4LAX7rft/SvuJ8eRw9dGfu0QRLY7r3f7xbxL+5RIAZxVfhb3LbmPecvncUrJKfzv62t5fkkDPz5j5GFNorYzmRR3fH0ikUSKX720Gp/LytnuLNJdcXxnlWMYSTbU/JHaUDHlQ87e4xixmgDBlzeRbIpgHZxF9sWjcE3I2+sq0v5Ysh145hbjnjOEeE2A0DtbCL68ifD7W/CdM4yafBs3/XMJdR1RLp1Zyq1nj8brsKJTBt2uGkZ32Hm67VS+an2FYGgZvn6U1d+Zw2rmhlOG883KEn7xrxX87rW1vLm6hbu/MYnyvH0nh0IIIY5vUv5cCDGgtNYEgtX4+rCtb3XHaj5q+IjLx16O0+I8BNHtzu0eidnsJrhtFa0vLCYLV0+4mlUdq/jFy/OZ98Emvj2rjBtOGT6AkfaPxWzij5dMYXZFLv/xzHI+eHczJpcF57g8mpqfI53cygsbz+WEL5wVSncn6Hh8De33r8DoSZFzySgKbp5C1j624vWHUgrH8GwKrptI/nUTMXltPPDkCr5278ckEmmevPYEfnPRBLyO3tVJZTHhmlJA2eZuPmg4haT2smnTPQcdR77Hzl8vm8YfLp7MhpYwX/nTR7y+svmgxxVCCHHskkRKCDGgYrEtJBKtfTof9cCKB/BYPVw8qm9FKQaCUmZ8vikEAov61e/8ivNxxU7i8Y97OGdCIbedN+6IqwZnt5j5y6XTKPW7uGVzM62j/WhTktrN99KZGEFbcirF2Z8nsNEV7bTcs5ie1R14Ty+j8JZpuCYVDNjr0sVufpML9xBjusnKAxEbY7f2oL9wX1TW9EKsBoxwZ7Og9Vw6Oz+kq2vhQc+vlOLCKUN47YdzqcjP4vrHqrnj9bWkvzC/EEIIAZJICSEGWCCw7XzUfhKpTYFNvF33Nt8a/S08Ns+hCG2v/P7pRCIbSCa7+txnXXOUzvpzMTs3c+UppiP2jI3PZeVPE0owAzfXNLGh9p/E4o08t+EcZg7NRSmFkUjT+dQ6Oh9fg9lvZ9BNU/B+uRQ1QHdfAbSGY1w8bwEvr2jiJ2eO4m8/O5lBo/MIvrqZ9odWkg7Gd7S1FmZhK/EwKQ5PrKrEas1n0+Z70DozCc8Qv5Mnr5vFJTNK+PN7NVzzaJVc6iuEEGI3ckZKCDGggsFqzGY3bvfIfbZ7cOWDOCwOLht72SGKbO/8vulAbxKYn3/aftu3heNc82gVuW4HpuKXeHTNWmYU3TvQYR4QrTU5q7q4qzCPH3Q2sW7jvWR7pvBpwzB+OyOXZFuUjsfWkGqN4vlyKd5Te0ujD6R1zWG+88giOiMJ/nrZNM4c13uWLvfyMUQXtRB4qYaWPy4m59/G4KjwU1VVhbMgxaQtmoex0th9FvnJv/PZZ49gsUzISEyVlZX87qsTGVvk47YXVvKteQt46Mrp5Hv2fw+aEEKI44MkUkKIAdV7PmrKPu8lauhu4JVNr3DJ6EvIceQcwuj2zOudhFI2AsFF+02kesucV9MVTfDM9bP5qP0i7lt6H+s61zEqZ9QhirjvErUhUm09zPrGSO5Mfoo92sVzG78HKGYZJlrvXYoyK/KuGo9jZPaAx7OkvosrHlqIw2rmqetmMaHYt+OZUoqsGYXYhnrpeHQ17Q+uwHfuMLBpYsVmxi4xYzXgs+bZnFf+KrH4U2SZx++29fCzYHe/41rT2N77SWkW//aVkTz52kZO/9OHXHHBKPKy931+7/IiuZNKCCGOB7K1TwgxYJLJEJHIhv1u63t45cMopbhy3JWHJrD9MJvteL0TCASq9tlOa81tL66kqq6LO78+ifFDfFwy+hJcFhcPrnzwEEXbP5GFzSi7GdvYLDypfxBMT+T5VYXMNduwvrgZS76TgpunHJIk6pOadi594DP8LhvPfm/2LknUzqz5LgpumIxjdC7BlzbhrU6izUCphTGYWdGisdsvIp1eTyq9LONxjhqazXe+NoZkMs2Dz66htSOa8TmEEEIcfTKWSCmlSpRS85VSq5VSq5RSP8jU2EKIo1MwtBjQ+H1T99qmLdrG8xue54KKCxiUNejQBbcffv90wuGVpNN7f9P82II6/rlwC9//UgXnTSoCwGf3cfGoi3mj9g3qQ/WHKtw+MaJJoivacU0poLH1HyQS7cyZ/FPKlYkF6QS1FR4KrpuIxe8Y8FjeXdvCVQ8vYojfydPXz6Ikx7XP9iaHhdzLxuA5tQRXbZrsjxP0lJiYhplNgRRJTkapfOKxpzJ2VmpnxYPcfOdrY1EKHnx2DU1tkYzPIYQQ4uiSya19KeAWrfVipZQHqFZKvaW1Xp3BOYQQR5FgoAqlzDvuZtqTR1c/Skqn+O747x7CyPbP76ukTv+VYHApOTmzd3u+dEuA/3p5NaeOLuDHZ+y6he/ysZfz+JrHeXjVw9w267ZDFfJ+RZe2QcrAPs1DXe08crLnEHveyZ+0iyssPdza3snLiTTZA1hUAuD1lU3c+I8ljBns5W/fmUFOlq1P/ZRJ4TujnK3BZryLk3jjmilOKw/3JFjXoZmQ+1V6Yv9HKrUYq7V3FdTQmq6oQVvYoK3bIBTTROKaSELTk9SwU85lMUOWTZFlV2S31lKQ42RQnotBuS7sNjMFOU6++7WxPPTcGh5+bg1XXDiaIYPcA/Et2kUi0UF399rej8h64vEWEokOEok20umdEzqFxeLFbsvHasslZfIS1G6a01aakyZaYyE6Yh2kjM8LZ5iVmRxHDnnOPHKduRR7ihmZPZIyTxlm08D+PRBCiKNdxhIprXUT0LTt87BSag0wBJBESojjVFfgMzye8Vgse77YNBAL8OS6Jzmr/CxKvCWHOLp9692OqAgEq3dLpALRBDc8vpgCj4Pff3MSpi9U6Mt35XPRiIt4bsNzXD/x+iNipU1rTWRhM9YhblrSz5BMdpG97CuwKciDxLnt6xP4ydPLufmJJTxy1YwBqzr49uoWbvzHEiYW+3jkOzN23A/VHz1DLRgOhW9BgkkmM+WYWLM1ztTCucTizxOKPsknLaNY1pJkbUeSWKo3W1KA265w2RRuuyLfbWLnl5lI9yZZbWGDzZ1tJJLGjn552Q4qSn1UlPi4/PxRPP7yeh5+fi1XXjSa4n0kU4ahiQbjdHfFScRSpJMG6ZTGSBtY7WZsTgs2pwWXx4bLZ0MpRTIZoLPrUzo7P6Kz8yNisa07xrPZ8nDYi3DYC/F6xmOx9Fa4NLRBW08rreHNdAfrMaVX4TencZqgECjQ0Ja200IObaZ8WrUPAxOJdII1nWto72mnJxElJ+UjJ+XDQxblWWWM9o1mVPYoKgpG4MhyYnJYMHltmGySZAkhxIAUm1BKlQNTgM++8PVrgWsBSktLB2JqIcQRIpWKEAotp7Rk7ytN/1j7D3pSPVw94epDGFnfWK1e3O5RBL9wn5TWmh8/vYzWcIynr5+N37Xn1ZQrx13JM+uf4dHVj/KT6T/JaGxaa1IJY9ub8t4PZVLYHGasDstuiR1AYkuYZHME94WFrK17AE+oEsv6Ql4pt/N+aw+/n1hELJnm1mdX8Ie313PLGZkvlPH++ja+//hixhV5DziJ2i4+2EzXyXayP4pzH05+2RDjUZsiljiDb416jOVNn9IWm8LJZQ6wpcn3mMhzm7Ca954gmgxwxMAZg+zcYpLBBJFwgkgoRjgcpH11PaFVSdrMKWZ5LGyIeXjsudVcfGExxQW52NvSWNaHeL9tKx2tUYKhJD3xNH3daGi2aOyeIOasGuz+LWTlN1A0fDzFxZfjcY/B7R6NzZb7+fcgHeeDrR/w2ubX+LjhY6KpKCZlYlzuOMbnjcfhH0GxO4dcUw/J2CZyuhZQGFyM1k2YlJNs60n4u0/D1T6adEeKdCgOxp4iMwixjtDO3yuvDUuuA2ueC2uxG3uZF0uBC3WElv0XQoiBkPFESinlBp4Ffqi13vnnLlrrecA8gMrKSrnhUIhjWDBYjdYpsrNP2OPzSDLC42se59SSUxmRPeIQR9c3ft90mpqfxTBSmEy9Py7v/3ATb69p5bbzxjK5xL/XvsWeYs4eejZPr3+aayZcg9+x97Z7E+tO0rYlTPuWbjoau+nuitHdFSfSFSeV3OM7XgAsdjNuvx1fvhNvnhNfgZPczQGU3Uyb+1+koiFy1p5P7uVjeOj5JcwenofJpLh4einVdV386d2NTC3N5pTRBf2OeTutDZLJLgwjjmHE+bQmwPefbGJYvp0HLh+B27b3+PuqMwueKUszf0OUrSnNso1RphbOJpZ+ixumvInP82WUMu2xap8lCTkB8IcVvrDCF4asnp2TgKYv9HBt+6B3I/u2a60MrQk+2UVEtxJOWOhKa9ak0iTtEXx2M8OzffiynLicFmx2MxarCVPaQCcMErEUsVCERDhNPK2IGNAdzqY7PJX2rdNoB+rfh7xiD2XjcymfaCW/xGB5x3KeWf8M79S/Q3eym1xHLucOO5fZRbOZXjgdn333oh3pSJLC0LeItDXS1baAkLuKwKBP6bC9hbnMQ87gUxhk/RpZ/grMXhvKZkZZTMTpXbFa07SK1Y0rSURiFKbzmGIdT0WsDNeqKJFFzQAouxl7uRfH6BwcY3Ox+KRUvBDi2JbRREopZaU3iXpca/1cJscWQhxduroWoJRlrxX7nlr3FKFEiGsmXnOII+s7v386Wxv+Tji8Ep9vMlW1ndz++jrOHl/IlbPLd7QzjDiRSA3d3Wvp6aknHm8hnmjhbHM9U/I7WfDpybgsVgwjiclkw2J2Y7ZkYbF4cNgH43AW43SUoPRggg2FNKxN0rC2i3BnbMccWX473lwH+aUehk7Mw+mxYbaaMFt6P7TWJHpSJGJpEj0pujtjBNt7aNwYgHiaM70WGggTa/wbWZ2VWCrnsNljoSUUZ87wz8t1/9cF41nREOKHTy7llZtPojj78yIQVVW7VjHUWqN1B+l0HWmjFiO9BUO3YxidaB0A0gBsDJRzd9UN5Ls6uH70n1hevf1cjx2TKR+TaRAmUwEm0xDM5mGYTWUoteuvp8rKyh2f1waSvLYxyof1MRIGDHOa+V6PhbOxYoxxEnV/g56ee0mlPsNqnbUtWMgOQkGHIr9DkR0Ck+5NnNrsYVY46tmQtYlWaxft1i56sszYPLk4XTk4HDlkuXJxaTe5rZrcdWbszXYscQduswmnCVwWK0VOhQmFgZkaRwsL3St42bMGXWilcvB05hTPoXJQJRalaW5+ifatjxLuXoXF7GOw55vkmk/D0pFPojZE99ZuOoMJOlOazpYI1fVhql6tJWGPsMG/hLrBa/nyuC9zTsU5zCicgcW0+69zI5aiZ1UH0aWtxDcGQIPJZSF3+MkUDb8AyxAHYetiWlpfpLXtNdr0i+Q6Tqak4ApycuailMIOzCybw8wpc9Bas6xtGa9ufpXfbJ5HV7yL8pJyrhpyGV9Ss1ANceIbAwReqIEXarAOceMcn4draoEkVUKIY5LKVHUj1Xtxx9+ATq31D/fXvrKyUn/xl7IQ4tixqOqrKGWmctrTuz3rSfVw1rNnMSp7FPPOmHcYouubRKKDDz+aQcWwW/DkfZdz//gRdquJZ64dSapnEV1dCwiFlhKNbkLr9LZeCpstD7t9EHb7IJa0r6Ul2sm5Fedjs7gwjDjpVIRUuptUMkQ02kAi0Qzq8xWaRHch5vRI3O6JFAyaS9HQ8bgO8CJYrTWd79TT83Y9LaOfIVDyCoH3f01z62AWO9O8Y0/w0CljmX1iMQ5371a72vYI5/3pI4bmZ/H09bOwW3rPwyxatAjDaCSVXkUqtZJ0ejVah3fMpVTBtoQoB5PKQZn8NIS8/PrjoXhsBred1ITPHkXTg9Y9aB3CMFq3fbSwY5kHC2ZTOWbLaCyWSVjMo5k+fTZLtwT44zsbeHdtKzYznFzm5OwKF4VZJm79Vzt/VW48ZkXnHAtd9ltBK7KTtxOoiTOkWeGMKzSaZnc3S7LW8aH9E9Y7aklY0gy2DafIMZJ8awl51mIKxs/c8bqy2mL4qzqIrA7QFE2T1GCxKNylWTA5m80+M4+8tA5XWjNSm5hps3NGlp2cQAqlFd22Ht5zL+It76dsyWpklN1EpeHmpPQsBhlzsfUMxginSIcS6HiaPUkYmpaUpjlp0JzUGIDXaaaizMOISfn4hvuxFmaBRZGoC9H9aRM9qzogZWDOceCalI9jTA62Ys8et9/F4200NP6ThobHSSTa8bjHMXTojeTlnb7bvVwAiXSCN2rf4B9r/sHKjpV4rB4uHXspl46+lKyQjZ7VHcRWd5CoD4MC+4hssioH4Rybi7LIzStCiCObUqpaa12533YZTKROAj4EVvD5Luufa61f3VN7SaSEOHalUmE++HAaZaXXUVFxy27PH1v9GLcvup1HznqEaYP2fcfU4fbZwq9gsXi5e9FVLKqP8es5/2SQrff4p8XixeebuuP8its9BqezFJPp87M/y9uWc+mrl3LrpJ/wzdyLSLZEiTSEqVkfYHNThK5oGlSKXE+AfF8LWTl14K8l7ttMyhHonSeei6d7Mj5jBn7HLGx+H5Y8J9YhWZh99j2+0d1Oa03z3VUkelqpOeHH5HpOYfy0e2ncEOCmfy1nS6iH7wTsmMyKsvG5jJpZSPmEPN5a18r1j1Vz2Qml/PhLcVrb3mDr1pfQug0ApXKxWMZhNo/AbCrDbC5BqV1LmLdF0/y/+Z0YGn5zSg6DsvZeoKB3dauNdLqGVLqGdLqGdHo9kGJzsIJX6y9mcVMhfqeFs4fZObPChdv2+Rvy37zWgSmiudvlxhTXhIZtxdlgxh4djKE0df4w73kX8YbtLYKWEG5zDhXOKZQ6xlJoH4pZ7XpeyzdiLPnrQzgWtNHSHKMtpVEKskqz0DPzMI3wonY6b1XfFOZv/1qLy2mlwu+kuj7AMLedW4YXMi1ikKwJoAxFpyXAW97PeD73HRIqxZzoVM6wnMw092QsXjsmrw2zy0pCJfmk9VPe2foOkUSUyVnjOcU8G1+rg1h7Dw0JzZakQWdKYwJKbIphDjNemxlSBlhNuCbnk1VZiK3Us8+/IzszjATNzS9SW3cfPT31uN1jGDb0B+TlnbbXMZa3LefhlQ/zdv3bZFmzuGT0JVwx9gr8Dj+p9h4ii1uIVreSDsYxeWy4ZxfhnlmIyXXgZ+SEEGIgHfJEqr8kkRLi2NXePp9ly69myuRHyck5cZdn8XScs589m3JfOQ+d+dBhinD/tNYEQ4tZt+4/CYXXc8M7d/Ct0S/y1UmK7OzZZGefgMc9BqV2Tw601qTaeojXBknUhti6ZiPZUQ9daU1dwqAhoUkDfqeZskIX5WVePDl2lNnU+6/1ZgWGpifeQDC1kJBaRMiyBMMUxZRy4G6dgqd5Jlkd4zE7HVgHZ2Er8WCv8GMr8+6oqJboSdFR3ULsxRo6x/6DQMk7ZPMoRnwwqZTBfe9vZOwQH3PLc2nfEqa1NkyiJ4U9y8Lok5I8F6rluTWFXDPhb8wqWoHZPB6rZRpmy3hMatA+35yH4ga/eK+TQMzgv07Optzf/zfNrZEoj69o4eOtLty2KGeWvc2ppZ/ito/Cap2N1TIDpXpX6l5aFeHjNVHudbnJivZW2uvx1dNW9DG3GRtoNjVjVQ7yrSX4LPlYlI24jmLoXVeALNpMQbeboVuH42wfCkkXymFgnpaNfWYRZrcVrTXJlEEyaZBMG5hNCrNJUd/czROvbGBKqZ/vTxjCXz/czMJAhEIUN+BgrlljttogBtqkWV/YwAOuZ1hpXc8w3zAuGX0J5w49l7fr3+beJffS2tPKiUUnct2k65hSMGVHjOlQnOiSNro/ayLQ1sOmlMGWHoM0UGBTjHSYyTUpMIGtxItjTA6uCXmYcxwYkSTpYAIjlkIn0uiE0ftfrXv//pkVmBXKqmk33mFL1/30xOvw+2cwYvjP8Hon7vXPa33XeuYtn8ebtW/itrq5euLVXDrmUuxmO9rQxDZ00f1RA/ENAZTVhGvaIDxfKj4k95YJIUR/SCIlhDgk0kaaUCJEKBEinAgTioeINj8Kwfkw9B4w2VAoXFYXXpuX97a+x1+X/ZV5p89jVtGswx3+buLxNpqbn6Ox6Rmi0U1sDZdS7KnnvZbv8Z9fvxar1bvHfkYsRWxDF7E1ncTWdWFEkgAol4XNjiTVjW1YYtlYbCZGTh/EuLlDKCjb81h7HN9IEQh8RkvLy7S2vUEqFcSCj5zY6dhqTiZc5yaUMggZEFYQTRnoNIxzmrA5Owif8nOCdSfQXHVFn+dUrg6esFlpVhbunjUMjyWMK9eEaR+V7wB6Ugb/n733jo7rPO91n2+36TOYGQx6IQACYG+iKFZRoootq7nKvcTJSeI4PTfxSZz42Fm+zk279jnHdoqVuB0XOVaxerElkWqkSLGBHSB6B6b33b77B2hStCRbx+U4N5lnrVnAGmx83+77/e23fWpvmvGszZ/virIqsVTZcGxs7HXNW3HgqRmNp2eXBOHuJocPXtmERx3DtJ6nUtmHomRxXR9W9QqMxT1EJ9poLBhYuJyqG+F7gScoNhzmwwmTbyQNDpYuzyHShQeP4ke9kIslJBhVhY75NfTP7iBUjZP0T3O49XGG48eQwgXXi2vW45SbcSptOJVW3GoTyKUxulDoReEJbHag8Zd4OBgc5R8sH6PVIN31Af7kjf3sSYQp7p+h9NIc0nTJN1l8K/4I9zqPoigKruuyzr+J3+j5bdqUZVTLNrbpYFUdLNMBCUJK7PEc+nieuiXNxKgtGbElVdOludnPyqhBJGtePBd/GqRwyLbuZXH5fThGjmj1Gjr9H8Xf0InRFkINvbJq5WB6kM++9FmemXqG5kAzv7vpd7m56+aLwtuaLZJ/dorSkXkAApsbCV3bgVZXy6OqUaPGvw9qQqpGjRo/VxbLi5xJneFs6iwT+QkmC5NMF6aZKc5c1uAT4A8bl4oAfH7htd80G4pBS7CFlmALrcFWOkId9Mf66Y/1E/PGftGb8wqyuWNMTHyZ+flHkNImEtmMN/IOfuM7Hv7blj+irf1XWNX/p5f9j1uxKZ9YpHRsgepwFhyJ8Gp4+6PoXRHG0lWOvzBDZr5MxZ9jsP0A/++v/zf8gZ/+DbyUkuR0lsGjhxkdmCIzHcY1Qxf/LuAV5babNn+NcOcLDD/yaexSnNdEOKhGAc1rYxgB7IqfVNHh2/4KrhC8P+/BowoCcZVgg0q4WSXcrKEal4SV5Ur+6tkMJxZM/mRbHZtbLhnHP0lISQkvJRUenNDJ24KNMYc3tVnEPNDZ2QnA1JmTLGazeH2TNFKgcWYL0XwPOS3H3dGneCi6j6JaBgkxO8zvNudRVZcfDO2hztOET/rx4EFhSaSptkLHYiONmRBnKy5FF9Kqy1PeKsOeAoqRJ+BN4vGm0DxJXG2BqjaDo5SXdplUaaGHK3J97Er3sbyyjO/4k/xz0ceOpiO0xyweGNpC0by0nboq2NQRZXtTiPWzFm0TBbw2TFHge+HneLD5AQSC/oWr2Dh1HeFq/Sv21Y8SUaHPo9KgC4arLucqSx4qrwKdEYOOsIHfduGCqNLblgpBePvqUHw6KAIciXRccCRu1cEtmDgFCzdvYubSTLvfYjHyPZAK9effTHT8BrRIAKMjhNEextMdQW8OXMzB2j+zn78/9PecSZ1hU8MmPr714/RF+y6us52pkH9qguKhOQCCVzUTuq4DNVAL+atRo8Yvl5qQqlGjxk9N1akysDDAoblDHJ0/ypnUGZKV5MW/x71xWoOtF0VQwp8gbIQJG2ECikv27K8Rbno/4aZ3AyCRFK0ij4w8wl1n7+Idfe8gqAeZKkwxXZar/NAAACAASURBVJhmqjBFupq+OH6Dr4EV8RVsbNjI5sbNrI6vRld//saVlA7zC48zMf4vZHNHUNUgrS3vpKXlXXh9XbzvzgMcmUjzpZv/FY9aZcuV9yMdSeVsitKRecqnk2BL1JgX35o4vhVxtPYQgy/NcfDBEXKLFRIdITbe2MFY/Qn+YO/v85mdn+HWnlv/t9bTMh3Gji9yZv8M00NZrMqPFiSQaN4iemAGX12JRHMPgdEGlFQVJTBHbvfHCYzvITb/YXyr6vGtjPEHD5wgosxzR985kgsncKpeDHEFqrOGcs5PfrFCKXfJ+i8KSVFImhQFzScwixJcEAKCjSqRNo1Iu8o/DxZ4frLKRzeHuXaZ77LS4+WZ6dfcxnRV4elpH1NFjUafza7mCk3+S9vpa24BIH/+OFZhkR25fvoqHczpSb4Tf5zn6vaTFRYasN1uobW6hoSVYDOS1No7mTi3i7FUG1JCkQAzZpS1Zhu7rRDDZYe0A3nF4WQwRdWXpsFbIq6VCCtVfjSCUSLBFaiuIK3lGPAPMuSdQAqJAfR5HWRmK/vHb+RdjfO8uWmCgbotHJnMcmKmypTtogHrqyp9poHP8bKcKGv0ABFFZVpYfKN+H0/Fvwe4tIrt9CpvRcuHqM4UMU2bokelrAoKFYuS42K54JeCXhRuUwzWCIXzpmSw4l7WGioR87A8YhAvWahVByWgE9jSRHBbC2r41XuivZxyeYKzpz9JMvM0PrppTf4mxvl2nMxSoRAlqOPtjeLprcPbH0P4Ve4dvJfPHv4sBbPAe1e+l9/a8FsE9EtNuu30DwXVLMJQCV/bQXBHS60oRY0aNX5p1IRUjRo1XjdSSs6lz7F3ci/PTz/PwMIApmsiECyPLmdVbBUrYitYEVtBX6yPsPHaIWmzs9/j5Kk/5MrN916WT2G5Frfeeysxb4xvvOkbr8ivyVQynE2fvej1OpE8wUh2BACf5mNdYh07Wnawu203XZGu1508/2q4rs38/EOMjH6BUuk8Pl8H7W0foqHhJkxzkUp1hi/sTfOVgz5+f/sptiQepVwexSs7sM0SUlSWXD+acjGvRBEGru2nmNYwSwa6HqahvZuGtm683mYMo4nf2vsJco7Dfbff96rlql9OtWJz/MkJzh2YIzNfuszNFIp7aeoO09IbJdEeItYaQNUkCwuPMTbyr4Sf2UMguYZSywC5zgMUIodZ770L+4iDOZZjITjO4933sLnpKKoaoKXlnbS3fQCfr/3ydShZLE4WWJwo8MyLUyxOFEi4l4xbb1hB9wussks56/IDn8URj8OtdV7evjGIP6bwYq54cfnyzDSeqcnL5rCl4MVKPS9W6tGEZJdvjnVGGiFAUUw8vjSud5FR7xyZsofr5t7AVYW1ZLQs+5of5sm6ZzhrSzwCdodsrglZ+F/N/pZQMEMsVqIYlRit2U7mR7aQzDZgqxbnm9IsJpYqzAGo4lWq50noLQe4OlPP8koQUzjsC4+zv/UsIvAkSTvLtKWTdyTu627DewlVKlybuYr3Ld5Cox3ldGSK+5ft5RnzBZDwxvR2Pph/M2E7gDRdUAWergje/iiyPci8V2UqV2EiVWJxOM3qc3l6SpIjFYcZc0lQVb0KPiEQZZcGTdAT0EgIQIB3TT2Ra9oxWoM/dj2llCwuPsHZc39JtTpDS/MddDX8Ac7oUh5UdTCNW7RBAU93Hb419ZjLNf7HuS9w9+DdNPga+NiWj3FD5+UVAa25ItlHRqmcSaFGPURu6sK3tv5nutZr1KhR46ehJqRq1KjxY7Fci/3T+3l64mn2Tu5lrrQUXrMytpIrm65kc+NmNjVuetXmnj+Okyf/iGRqH7t2HkCISxbtvYP38onnP8Hn93ye3e27X9dYyXKSw/OHOTR7iINzBxlMDwLQFmxjd/turm2/ls2Nm1GV164G93Jc12Zu7n6GRz5PpTKGx2giFFqNxKFYHKJSWTLyTyyu4HOHf5MdrQf5zXVPIisKpj6FN9uFT+3CSESxwho526Ts2GSzJWZnUpStIsJr4g9JdK2K46RRpIUmwK9I/IrEkoJIcDld9TsIBPsIh9cTDPQihIpVsTn82BjnDs6RW7zUQ8ofMWjti9J3ZSMtfXUY3lcXYdJ2SX7jNJXTKXLr9jLT9GUA6uquYsP6OymVxxk++zkWs09Qsrz4xm9gReHN1G3pxX9FI4pX45++99irjy0ldw2Umc/r3KFK4hkfQl46vs/7qzxnuFzhCK7NexAIpNdiMVEhX1/B9rgY+QxGYalcejiTZpYQT9FLRvjpFbO8IfoijdEp/OEMRiDLsKhysKgylY/y/vnbuT67FVOtcKb+ae6ve5YDIoNAsN6qY1OlEd022Ct6eUNwlmUNR5DBRSqWj3S+lebYEFqmG6caJDW9mvnzO0FI4iseIdb/BEJInHIjVrmRQrGNXLGFdCVBXgjSqkmr5WVNRSGtTXMscJ4B/ygL+jyOuOS109DAieEtR/CaHlS1xLx/HqkXwFVorLbR57Sy4JnitDaOUVlDNb0ZS5psapXsXtfI0OICQ3PTbJxu4J2ZKwm4Xp4KH+RrDQ8wr6dAQovSyO7ELrb0bWdDy0bqfa8d+lc+l2LxwWFKMyUOWy6piktOuOz32Bi6wkavj9aCSxeSDkNBEwIz7iX6xmVE1yZ+7PXkOCVGRv4n4xP/gq7HWbHi0yTqr0O6Emu6QPlkkvLAIvZieakEeleExb4q/3fmsxzLDnBdx3X8+dY/f8X6VwbTZB8awZotYiwLE33z8qXS7jVq1Kjxf4iakKpRo8YrcFyHQ3OHeGTkEb4//n2y1Sw+zcf2lu3sbtvNrrZdP9Yo+0lI6fLMs1cRi+1kzerPXvzecixuu+82QkaIu26566d+wzxbnGXf5D72Te5j/8x+qk6VuDfOjctu5Kaum1ifWI8iXumOsO0yY2NfZHLqG9h2FlD5YbNYIQwC/i4CgV4CgV7ybjcf+F9Qpwt+P7LIfH6CucACm1c+zLBdx/2FOlKVFBWn8op5Xi+6kIRViKouUSFoSW2gbnIP3lQHQi6JwnDCR+/mBtbtacf/Kgn9P4p0JKlvn6E8sEjd7T2Uji4w1PJnVEKDSByEMJDSRFWDnEm/kadO7uCfrlxLdv8YaklFCokdcRmpzuEIF4lECkgqCi4SR7gUygX+2WrEBd6mjxIsx/AUmjluuDzht1llKrypZOAKC1vNo0gd3QkjkSSDZWZiBRbDeRwgmdOZyNUTMgq8q/9ermpeeh6kLMFTuRAvlSWWI3hr+nreufBGdKnxgn+R78SfZcT/LI6o0lFZy67stXSZCeK2Qb2t8zHHIolEQZKIn+atyx+mx5NFq0ZIZxtZfPHXKLkCj6+ITAxiRkYgMIvuWyTgzRP2FvDrFlLCVEVjaH45E2Uvg55pctpSmKKQAo/0ENBM/BiUshswpnfTn2+g21IxENiKjd8/Q1twmL9Tg0wHzuOPvoSpVEBCj7+HX239VYKikS8fzbNvvMKKphB/9471rAh6Sd87SO5Mih8eeRvJA4FTfLv9bvJi7rJj3xpsZWPDRrY2b2Vr81YaA42XnxuupHRkntxjo8ynKgxIQbZoU47rPGxUGS5VaXQE1/sC7DYVeqTEowiyuoKyqZGuGzvx/pi8pVz+BKdPf4xC4QxNTW+mr/cv0PW6pbmlxJ4rUTq+QOnoAk6qgjAUJtrTfN75CqORWT625WPc0n3LZfcF6UpKL82RfWQEt2IT3NlK+LpOFM/re2lSo0aNGj8LNSFVo0aNi4zlxrh38F7uP38/C+UFfJqPa9uv5aaum9jesh1D/cmG+ushlz/BwYO3s2rl39Hc/JaL39915i4+feDTfOG6L3B129U/l7nKdplnJp/h0dFH2Te5j6pTpTnQzJuXv5nbe24nRJp06jnm5h8mnz/JD2PjvN5WotEd1EU2Eg6vR/d2MJQZ5nTqNKfmz/BvT7VSKEXwd/1PFM8iALqi818aJO1ahef1N1OnRymMCLJnHbzSz4orWll5RRsBjx9DNZBIHNfBci0c6VC1q+TMHNlqlmMLx3hg+AGu1HfSMNJHYmY5XjtAVS0xHD/GUPwwxegg9R6ViBHE56lH6A0IoVF1q1iOhRACTdHQhIaqqBhC57YT2+idbuHYmikm69I0n58gsPYu1FIvjncYIRUik7uJn78NzX791QJ/lDM4fIQiG1H5W/w8Lat8CpP1UuWjVZ05mSNnCxw3gEDFUhwcxUV3BB5PHtMoM1Otw3Y81Bk56v0L2FIj5yrkMCmqOapKiR5aeIPVQ0wanFarPBQY4lj0fhZ9E3SVlvOhubezqtqOHyjg8IRa5TFpc+pCQtA6BD2+WXp1m2uyvZwwSyyU/Xi9eTp9Dp9c/rdkLwgjJKjSi0AHJDo2ApeSsuRtarLq6DEEzeF5AtKgYHp5MbWCxalrWJlvZbWpEZCCklphOHqC4cR+8sFRGm2VJtsgZIa4P/UeKo6XRMeXSCg2k55FQLCCHq5SNlDO93LPdISMDe/D4EN40DQoLzPpum0bI/cOEhjJM4PL/zDGGej4Jo4+SXOghY5wO4PpQVKVFADdkW62tWzj6rarubLxyov5hW7VIfeDcXLPTDJiS86UHaQQtO9s4nxM4eGTs5yZzdPsCn7bCHKVJfAKSDqSbGuI9j3tdK6Jo7xKQ1/XNRkd/SKjY/+ArkdZ0f9pEonrL1tGSok5mqP40hzl44tI02EmkOQ7oUexV3n4rzv+7BUi0Cla5B4dpXhwFjViUHdrD97V8Vq4X40aNX6h1IRUjRr/yanYFb4//n3uGbyHg7MHUYXKrtZd3NJzC1e3XY1P8/3c5xwd/SLnh/+enTsP4DGWPFtlu8zN99xMe6idr7zxK78QA6hgFnhy/AnuPftNXlo8A0C/12FbwGa1z8GjBWhpeRddyz5KWQqOzh/l6PxRjswf4cTiiYveJWf2VkrpHexsHOBNGxrp6V9FR7iDBn8D83P3c+r0/0W9cSeH7tOoFC1Wbm/mqtu6CUR+ctnmklXi3NwQAy+MM/1clWAlujSnsBiJDvBi+0MU/QvUqRLvhRDAlC2wLyTt+BSIaF40y8Ar/SiOhuWCx/Txq/O3sabSw5gxs9QHyQkytvPPcDxZQOKZ2UpxfBsmDtHQIv7gIhlHkprqpDrXgXRVLAk2CnklQFY1SAlJVpGUhaSsQEVIyoqkDKgSQlKQcBSijiAsBRFXEHYFCq91fCWu4lCQClXFJaKVcR2NnGIitQKKcFFcnYgdZqsRpFVXyTuSgbLDgn3pOWUJZyncTpGkVJeU4pJUXdKeDFbgPLp/AumZYZ00+O3ZdyLyTRyvmDhIQv2P07b6Abqe/zQugvOeNNVqkHP+cxwLnOCkfxBbOITtABtK/WwsrmRjcQUJJ0A2dobh2EnM+ElioaWiGWYhQX5qA878OhKFZQQ9FbJ6jhl9gWHvIEO+84x5UuRUG9eKUBr9CEIqrGv6Cp1em5ywOaPmKCg2TWacHck9nMpu5EWpkFBs9kSn8UY7iS5bjmm7xBarbDlfIFZ2eUl1+Jz/AAtN9yLUEj3e69nedD0pe4iR4lGGcscx3SpBPciutl3s6djDzpadBI0g1lyRzPfOkxnKcBLBVM4i2uTn6nf3U4nqPDwww4PHpxmdLfAB4eEdwkNAwqzlMqardOxqZdWOFgKvUq48nz/JqdMfo1A4TVPj7fT1feKid+rluKZD+egC+eensGdLFJQST8YOsuzatdy06bZX3CeqYzky9w5hzRbx9kepu305WqzWf6pGjRq/GGpCqkaN/6SM5cb41plvcf/5+8mbedqCbbyt723c1nMbDf6GX+jchw69Hdc12bLl/ovf/cvAv/C5w5/jq2/8KpsaN/1c53PdKsnkPmbnHiCZfBrHKZJ2fRwq+3guWyLjKIQ1LzvbryXuref44nEGFgdwpYsqVFZE+1lt97F8uIF0qp2/cXTes6qZz3zgles5Nz7OwOAeFk/eglF9P7ve1UeiPfQqawU5M8fJxZMMLA4wsDjAzESKlsF1LE9uRL3QcyhvpJnoPUzrFUFaI0tl4Ot99UQ9UaLeKCEjRMXM8MLZ73Bw4nHOFYcYsxzm7aXQRa9rsLrYxxUXDP6OahOW4lJofIlk/9eRRgGzFGdofj3nCnlyapmMWmQ4cxW9hpdt7XsplhsZyLQwmuymVE1QkV7kyw1YCQ2OoMNWaHEU6h2FsCvQXyaWikKiCZY+CnhUh6gvT9yXI6xX8KJhWSFKxQZ8joqKoKAWeTz2DI/Hnyar5+kotbM1uZudhSvovhDMNikqHPOf4mhggDwO0WIPoWI7iuNDsbwYtk6do6PJS6FeFT2PZWTplFHaZJAJU5J2oF4TrPepeAKLjOz8U9TMMs4O7eKp2POc9EwggQarjm359ezKbaa70kpSS5EWRRZdLwO2nwnHoN3S6DYFrm8Ot+Uw3saTONExTBxs04+S7cKT6UEvNyAQ2NKlhE1VSmwkw67g6dJapDDxBI+hWXGw6sA3iYztR/gnkHYAJ7WdcnorOIFLxS8U0BUFXUje7Cq83/GhI3jQmOdbie+RDx1DSJ14aR1xcxmKsCkbMxT0KbL6HJawUFDo9nSwObqWbY3rWZZswvOCymzGYcCBYtlh1Y5mtr9tOYZP4+R0ju8cmuDhw1O8oaLwQeHBh2DCdDlbdWlaW8/qq1toXxm7TPgseaf+gdGxL2LocVas/Az18Wte9VqRUmKO5ZjfO4R7poCQMJiYZvWt22nq67x8WUdSeH6K3BPjICXhG5ctVfd7FQ9ZjRo1avws1IRUjRr/iZBScmD2AN849Q32Tu5FVVRu6LyBt/e+nc1Nm181b+jnTbW6wLPPbaOr6/fo7vodALLVLDfdcxMbEhv44vVf/LnMI6VDOr2f2bkHWFh4DNvOoetREvU3AILZuQfJ2SaT3h3sz5Y5kTyNLZf6XIWNMNe0X8Oty26leziBvW8Bt2Cx2Bnk/TNzLEsE+e5HtuHRLhnnlulw6KFRjj4xTsd1f0UoZrBr9wOXGW9ThSkOzh7k0Owhji0cYzQ3ClLQkVnJ1tlbiGVa+WFoYazLx47b+/j4gQ8xziLf9Pw2fmFc2DbIFFXmMzrzGZ3FrIawVRKaIKFDwpCUlArH/ec4EhrguH+IaX0pnCti+VjllWyIpek3BG4pzMT334QrFcYtmBcepo0GJj1NeBWFOhR8QEA4NHuyxKTAX4yh2wJcB+kIpKMhWTp3VCR+zcGvOOiqwmMqpBXJHys+Grh0fklcXK2EpZUpiAqLjkHRjOIAtmeSg5EDPF33IhW1ypr8Cm5ZuIH1xT5CqoIqBI6UqK/htSyoZWbVHLP6Ajk9jSshZIWJVeoxyvUUbJWMLSm87LGmIfF6yyiGzaR/DM+q77A2PsvfznkRhSauyW3m6twmOsxmALJKgRHPFPNGkjk9xbyeZFHPkFHzZLUCWaWAKz1IJ4B0/Eg7iHQ9SNcAqS/9dHWkfPWcImn7sXPrEWoBI/4MilJFQSCkC2oVjEXwzoFUsLKbMBf3IO06+BFPXwzBR/BwEwZTuPy9Ps1A87fRAsM45TYqM2/FrbZcWNpF9w/jqzsMwdNItYwqdZpkjH4lwLbUNpbPbmHeMhkp6ej+EiuuG6R9tQeftw2htfDcaIhHXsqwfKTAO6SBKgRjtuRs0SbQFGDD9e30bWlE0y9dO7ncAKdO/zHF4iAtLe+id/mfommvXRHQypR58eEfEDupE3L8FJptOt+wHm9/9DKhZmeqZO4bonImhdEeIvr2XvTGWjGKGjVq/PyoCakaNf4TULErPDzyMF8/9XWGMkPEvDHu6L+Dd/a/82cqGvHTMDX1bc6c/ThbtjxEKLgCgP9++L9z58CdfPfW79If6/+Zxi8UzjI982/MzT2AaS6iqkESiRtoalzqyfTCqb/kxdQkp6w454oFJJIGfwM7WnawKr6KkewIDw4/SM7Msdzq4LaFa7ixfg+B3V28+5GTTKVLPPS7u2iP+S/OOTqwyL5vnyOfrLBiWxMd237A+OTnWHXFwxxcPMuBmQMcmj3EdHEp1KvOU8fG6BWsTG5FO96ImVm6vwpF0L+1kSvesIxIgw9purz47X/g05X7uam0h67sBkolFVFR0aQgpAqCGoQVQVBZEik56XJeOJzD5RQ2N2pVdtgxzjY/wYH2ezhuOiwWY1wflFyZmGPg5K145rcSt+ppQCOCoE4K9Jd7DqQk7UjmLUnSXvr9hz2HIipEVYWoKqjTBCGFHxuW6SpVbD1PSSuRERXmMTlRqWfQDlP2jFFsfJAp/wgSiEiDRrOOLZO3sLWwnm5DoyrhRLXCt5vu42zTC8Sr9QSzGzAKK2i0GmhyvTSh0IhCi1CIIy4TXLaUpGzJibJD3oWgAiEF0kqZggOasxTKansXWfHGT1HNNWMc/TVWuk04wuWh2NN8Pf4QJeHgWnFcsx7MOrRqI4pZj2OHsZwgluu5KC5fCwXJj2YdSpb6T1kI5GuGP/4QB6GWEHoGoWVB6jiVFqK+CfqCg7RLjUQlga/cSL0ZY6NsICR0hp0qd4eP8EzzPVhaiXBqJ2s9b6O3oxFLlSSLZRbyRUZKx0nxEtJ/AqGauFYEK7MZNXMFGyoNbCoL/I6G03CWxo3fIh6eQgjQtAhF1nNwaCdtQ51c7xhYAoaFYCht4Q3prL2mjTW7W/EFl/aA41QZHvks4+N34vW2sWrl3xCNbvmxWz+6MMwj936HreOrSNhRRKOX6LWd+NYmEOrSvpNSUj62QOb+87hVh/CeDkK722q9p2rUqPFzoSakatT4D0y6kuabZ77JXWfuIl1N0xft430r38ebut+ER/3J+Tq/CI4e+1WKxfNs3/YUQggWSgvcfO/NXNN+DX9z9d/8VGPadoG5+YeYnv43crkjCKFTX7+HpsbbiMevYSQ1wLeOfooXFoaZsJbehPfW9XJ95/Vc13EdfdE+hBBIKamcSzP/yFkeqzzN/Q17GVOnSHgb8KV+i1PjXr78oSu5pn8p9LGQrvDMdwYZPrJAtMnPzncvJxWd5MWxe+jJf4O7UgYvFDWiniibmzazuXEz63wbyR9QmNg/i267+BSBVxE0NvrwBzScggUlC836SWb4T4dE4hhZhnf+VwLJVbQe+10qwiSr5ikIE9VRqXMiSx4qWWDBgnLVh5QqIImogoSmENcEul4i5Z0nY2TIaRmKaokyDkVb42huE6bj5z1dj9MTnmFicTXHpnaw3sizBoFwNExFois2ul7FVStLH61KWSljS3CkABz8qkQVkLQURk0bbD9lpUzaSBHLdaGaEVzHQAgHoVio3iKqkUfVKyhaFY9RwaNV0VSLzNxKklPrUDWTpp59nK1/iX1uhjFZRZeCKyqdrMquJpzrxl8/SMP6e5h87iNk5lcxq5cY1lwGFZU0nsuEjiolARx8WPiEhQcbQ1gY2BjCxsDBIwWGFBhSwZAKuqsTcwLEpZ+w68MvNPwKBJQlkawp8BgWf0WFDVLhXcIlqRZJaxXKwiXvqsxLhXHpMC9VbCcA/IiHS1SX9okEn6vwfkK8Q/qpIPkyFR5QU1T1AioQrkYJ2AG8ukvQcInWx4nHfITCKuPFEQZzx5itnkLRCnjtBDKzihXJNWyrGFQFPOWvMB9KsTy2yOr6cfpjxwgq0wyOXUf36M1sdELMSYezSpV0WkfVBSu2NrP+unaiF8qWZzKHOHXqjylXJuho/zDd3X+E+mPuVY7r8NXjX+HUvoO8I3kDrdUG1JiX0O42Alc0XhRMTsEk88Aw5WML6E1+om/vw2h79ZDbGjVq1Hi91IRUjRr/AZkrzvHVU1/lu+e+S9kuc03bNbx/1fu5sunKX2oVK9susO+ZK2lrex99vR8H4C+e+wseHH6Q+2+/n/Zw+08Y4RJSSnK5o0xPf4e5+QdxnBKBQC8tzXfQ1HQ7JVflkZEHuOfMVziTmwegL9TATcvfyQ3L3kBn+PK8iup4juwjo5gjWdS4l8iNy/CuibN/dj+fePgZhs6vIdT8JP9lVyfv7n830/srHLh/mApl1GvnGak7zgszL5AzcyhC8KkGjaC1ms7wH5IoRqjMFClOFFDK1mXeHgALSAqXpOtiuiAc8LgCR4IrXXy6hddTpsWNoqIgZRUhF0EuAknmymU0JYyuRtDEhZ9KGCGWRKOLJHfhU5US1t6J23SIxoN/QqDcgGaGET8i2yqupOBKyu6S50RVHarBCdKxU9jR8yihCQxfBl1zGM228+jItZQKTayrG+K8FaEsdd62/EEaPRmqxThUgxQ9FYSnQFQvYBjl/82z52fDLMTIju6gkurC9s9zqOkpDso8JtCkqFypeVit+UhXEkyUGpgoNTJVaOTX130dv1rl+Sc+SWvVi47AEQ6l8DxqwxnCTQPUefJ4bQ27EqFarqNcqiNfDTJbDTBsq5RUC1OrktVsUgikEAhh49WKxI0UMaNCyJOhMTDPMk3Q7AZQqnUUs43MpLt5sbCMAzJEm4QVaCwKyRwuC1Jiv+blbF+I8rvw7JYqXDjGyxD8CV7WoXOUKv9AhiHvPLZioVlhfNU4mtQwBVSFpAo/GjF4EaGUaXPg+mKEeltlxHB41GtSuHA6CSSddVU2tKTYaFqsGVlOo+PjmLQ4JxYwclFwVVpW2my+aTltvd04Tomh8/8PU1PfxO9fzupVf3tZ0+5XYzA9yJ8/83Ei4wa/XriDpkwUtc5DaE87gU2XBFX5VJL0fUO4eZPgrjYiN3Qg9Fqp9Bo1avx01IRUjRr/gZjIT/CvJ/6V7w19D1e63Nx9Mx9e82F66np+2asGwNz8w5w48Tts2vgtotEtnFw8ybseehe/svpX+MPNf/i6xrDtArOz9zE59b8oFgdRVT+NDbfQ0vIODP9K9k7t5aHzD/HM1D4c6dKkuVzb2Mt7Nn6KZfH1rxjPWiiRe2yU8okkZozqhAAAIABJREFUSlAnfF0HgSubLhpeT5+d51e+cpCdfX7qlz3AD8a/jyo1GrLL8AZ0Jo0h6swgG53VXK1uodfsJJzzITPWxTlcoOhIiu7Sp+BKTioO+3SLnALrPH66qgJvZilHqy7uYVVrkHrbgak8QijklAyP1h1gZ1bSYipADEQMRBTJJdFkSYcCkqjQOIzNFyijaXm2WlG2CoP26DmmrvxrKqPrOTzlQeoR2gvrMbJdqK4HvwIxTRDQbVTNxCt1/PJS1TMLl3GlyJxvDtM/iTc8iupbwBuZQfelEcrlzwopwXQMbFddqoCX6SJZDVLS5zGNKSwpSGR7aJ/dhtcKoPtStOoabeUuhFRItewl0/40qmZfNq5iBtDMMIoVxLa8mI6KJV1sJI6jIRQX1SihGgVUTx7NW3jFsS/aGvlyhGSxkaliM6OFVqZLTcwVG/A4Bh1SYXPdEFdv/Ry589dRHdmGdFWk4yNXDuDYXsDFCE8TaDhDsPUI/sR5hOK8bPsFVjGGmW+mmmuhmmuiXIojHR1/YAE9kET4MuRMg4WSQtpexqxdz4SrMGNGqDqXe2N0pUKDJ0Wdo9Lg+Ol0grRLLzGhEkWgO5Aiz92JR3kp8QJS2Gi51dRVQsxoJsFqDM2MUHGiXGst4zdkHQbwNarcpU3jBEZQvRM45XaCmc3cFIuxvTFMIVlhfDxHwXEpCokVUkjG0owqM8xVSkgzwhX5NraXfLjA0z6L44aDooD7slNCAd5uePgVU8eP4GFpMaks0JIPg+0l1HKOnm1zLFu9AkXonB/+e0xzgWWdH2XZst9CUV67T5XlWtx5/E7++dg/c425hY8W3od3DtSoh/C1HfivaECoCm7ZJvvwCMWDs2hxL9G39eLpfmXFwBo1atT4SdSEVI0a/wEYSg9x54k7eWTkETSh8Zbet/Ch1R+iLdT2y161yxg48Tuk0/vZueMFhFD5wCMfYDw/zkNveYig8drJ5QCl0ggTk19nZuZuHKdAKLSW1tZ305B4EwOpQe4dupcnxp6gaBWp0zQ2+spcXd/BnrWfJvYquRZOziT3gzGKB2cRmkro6laCu9oua+Q5uljkts8/S0udjy+8q4dvP34Px5MHiKkKvdUOllc66Kt2ErQv5EspAq3BRzliMFmdw4j8E5MjW5gZ34RkSVDNxjVCfWHaHBUxWSY3XQSgvsXPys4w9VUbdywHjkSNeXEWB0BmqagqL4Yc1pR6iDlLJdGRDhZZTjk2LypenhIK1wudD+PhRf8kE3Wn2T69EatSZL//FAORQd609iReVGb2/jEi34rpCgQQ0lzcQJ5A+wHqex6nqBZ4bHIN07ZFY3iK5ZpGmyaIeKqonvylHSkFWiWOUo6TLyUYKyUIhCZobTiCVBysQoJyqpNMtpUHcp2cCp3EqHuRsOqw2+Nls88h6C2jqCbefCdNpz6EN9dFIX6cqRVfY1jJkCxF8JcS1JdacDKdVJNd+MpNRFSFOlUhpgnCF3JiXCmX+kz5p1gw5pmY68Gt1HGueS/HOx8gYbg0Os3oZiNBo0y9L0WDL0ncm+WHdUGkhIoryNk6+UqQinTIqkUYvRbNCl8o+qCQli4j0sRja/gtP5prUJQqOc1F8Wdp9i3SapSo9xSpC6YJBRcwhcJkvpXxfBuj6S7Gsh3MVuI4P/QISghLSdi18LsmQS1PR/MZNnc/y77p7Tw+dh1twUlmi43YFwpVGMBKYIOwuBKdPunHj0ZKzfKZ2OOciD0LwqYhtYF1yXWYaJzRHKZkkKAT4vcIsseJMiIq/C0ljl+oGCnUAqgFcPxEnDCb6kJ0J4LUGRoybWJNl9AyFmUjy3D7C5yIP4esBLnh/AdoKLZAg8FMX5AzhRKnZ3IUq5cEJkAzgu1oLEPltLSpKjYbiyrCNPAnzhBf9TDxziJCqJTLIwSDK1m9+rMEA70/9l5xKnmKjz/7cYbSQ/xe5Ne5eXI7zlRpSVDt6cC/aUlQVYbSpO8ZwklVCFzVROSmLhSv9mPHrlGjRo2XUxNSNWr8/5gTiyf40vEv8eTEk/g0H3f03cEHV3+QhD/xy161V2DbeZ559ipaWu6gv++TPDz8MB975mN8avuneGvvW1/1f6R0SSb3Mjn5NZKpfQih09jwJtraPoBttPPA+Qe4e/BuRnOjBDQ/V0UbWCnO0e8P0NvzR7S0vBNFudwwcis2+b2TFJ6dQrqS4FXNhPa0owYvT/vPli3e8YVn8WcrXBs/Q6KosKrcTb299OZaKpJ0uMhL4gRnPCOUo0HyYjOz56KsykC3rdB108exCg1MPvv71K+J0dYaYupUioXxJSHS0Bmib3mEJlfinEvjFi1EQMO3Mo4aMrCTZcrHpkAseSUqosjB4Fn0io/xaoLvC4NTF4z/Nhw+Gkyzq9BNsv4w/+Qs8pxSxAwM0idctqW20h9JEl71AJPPfpTS9HoMj0UhtMBUaJSKk6deLWMEHVqDc0RD83hDcwh1yfi1XYWio+AIB0NI/AJ0K4wnuwxvrovpqV00VGM0XxAErrAp+2YpR85z3jfNE2QI1R+hw+OwzOPgf1kkoWV6iA69lZbJG6iqJQ4Hj3M250UrtRCuxi8upwoXRbWoqGUKniSmXsRFoppB6gtt6P4smreEpjgkKx6MfBsZ7zx7e77NtH8a6fpA2ChqEZTLjXoNSUKXNGguTbqkUXNp1F0SmsS4sK62hBlLMGkqTFoKk6bCtKVgydcZLisF0vEiXT/S8aE4fgJCJW5UafKUaPXladVLBCv1aOlurFQP5dQyrEIDtmKBf4FZ3eVotZEV7c+ypvE5Fu0oUhNLuWbCQlNtdMUmUomTWFhPOL2cOcvLZ+JPkIm+gBAOG1Ob2Tb1RpxiHQuBSWaDEzSqgrdXriTmBng2MMPnfceZNT045Q6kdaEgjagi1DLS8YO8dL2EDJUICsGqRVtggGTiWbR8M9vH3oIqdeQ2P3XX9FKqOswnS8wuljg3lmFqrki16vww+BAPYEhwhGClrbC6pNIdTxNfeQ++xoMsRcQKYrGd9HT/EaHQmtcMVTYdky8e/SJfPvllGn2N/E3rp2g+7MWaLFwmqKQjyT0+RuG5KdSwQd1bevGtiL2+41mjRo3/9PwfF1JCiH8FbgHmpZRrftLyNSFVo8blSCk5NHeILx3/Ei/MvEDICPHele/lvSveS5333294yszM3Zw6/SdsvuLf0Pz93H7f7cS8Mb5187dQlctzFGw7z/TMd5mc/Drl8hiG0UBr63toanoHR1LnuXvwbp6aeArbtdmY2MCehg5ai4+hOFlaW99NT/cfoOvRy8aUtkvxwAy5J8dxiza+9QkiN3aixS81HJaWQ3Ekzfljp5g+VmW5vdQPByCjljA6wjSv7aBU7+PZTJHnRpM8PzxBSnmKbm2eK2aupiW/HKlIhBQk1t5NrP8JCgP/xPRZiZQXxNP6elpUgbV/GLesAxLhtxCqRFZUpLUk/kynSD53nnx5jgkjwqFwNy/pHkbF0v24VyqsFg49nY9zNQHiY2/iSOQIn0h8nZVmOzuSW+lMrSNZNah6F+l6wyexk71UprtZ1AdxhIdAyCQSSeMPzyGUpVp8VctD2fEAkoBRQr8gOlwJuWqAIi5FaYJUCLo+Hhm+jednt/C23vu5teUg3kwPnlQ/3mw3/kInqrtkdFveJJnIOZL+CU5Jh8PJfnbl2rlaxvEpCiNVh1MVF1O6ZL0L+DSHjmoTrlSYkhZZbxJFzZHXSmQ9SbLeBRYDU2R9C5hqGQQsS65j18jb8VlBjrU8xcHWJ3BdP0E7TMIJ0uoEqVcdAqokUmwhZMYRgTnKrfuwPAU024Pi6JiuoKBYmMIioCi0eEzi3jKOq6AIl4v2uwSlEsVI91HJdDGYb+KABUPYzCFwFRPUMh6lhEfPoxgZND2PqhVwlSKmsDDF5WGLsJRbFFYlcU0SE4KIEyRUbMKzsBbP/Dp8lThSOPij4/iCY3h9I/hiw+jNcwgNcEBYOlJ3QYCR7eLh83u4TxtBix5ACJfrM1dx7fwe3EKCBUtgS+gMllmtBSmLKk+unufRyNMMzZ1ClvuwCj3YpS6ktXRtaaJK2JX4RADhUykKSbZi43clb/XOUQweRl3spzOzmgXfHGfaSjQsu4LGZRESUR8+r8Z7muI8fWaOh34wTHmqwCQuZ3EwL+wHRULMEazyqOxaNUVn0z+iiiQAhlFPov4G6uv3EI1uQ1Vf2Tz86PxR/vy5P2csN8Z7+t/DR4IfpPrUHNZUATXmJXxtO/5NDZhTBdJ3D2LPlfBtSFB3S/crXq7UqFGjxo/yyxBSVwMF4Gs1IVWjxutHSskzU89w58CdHJk/Qswb44OrP8gdfXf8xLC4fw8cOfohSqVRtm97ir8++Nd88/Q3+dpNX2NDw4aLyxSKg0xOfp3Z2XtxnBKRyCba2j6A61/P984/xL1D9zJTnCHqiXJrz63c2LyS6syd5PMDRCKb6e/7BKHQ6svmlVJSHlgk+9goTrKCpydC5KYujLYQ0nYxJ/NUhjKkzk6jTJmoroKDyyCScW0G3dHYcPVmWBPlybMLPHl2nmMTGQBifoMbIyGWzTs4ySpoLq691CNpsuE0db4sV131VTJnPkBr83vprvehDGeonEmBBKEvFQSQpgoIUF2cQJUzC6OkhKSgxJlWwuxXHE5fKDje7yp0umDKNMva7+PKFcfoGHoP0ck9HAweJ+uWac+sZb5qkHKW7tuB8ASJbf+IEUySzzYTDCZRLxR7sBydoukHIQkZBdQLYqpY9ZMrNiBsA583RzAwj6K8TEAAVtXP10++m1krxI3NL9ATPUfQn0O/4MXKO4Kxso5c2MAVySsIZroIOzE8Ykko2lKiCUHZlYzYJR6K7eN49Ch+qdKd3MiMJ0XeN01VL1HW85SM3OUnlQQpVaQdwl+NsWtqDz3ptSz4pjnc+gLd0QLd+Sa04e0IM0RDKEmrz6LRakS/4FGxcani4EfFlYJpy+Vp1+bbehVFdfFrFRYcA0sq/OmWz9IYmOeTJ/cQCB1nvd+lV4kQ8eZpCMzj1apL57EZYD7bhZPpxpNvRc2HKeViOOUYEpeKkaceD62qxkLDCxzoeJRjpkZSVlCwCJpRfFYQvyKwjBw5PUdeWLz8KawBQekjVq0jmu0hkltGtNxE3PUTikziqxvBlziPt34UVasgSl40J8KEE+Afz93EvPcsnroDKEJyQ2Yb71x8A0Gr7v9j772DbTvP877ft+rufZ/e+7m9X1z0QhSCgAgKFItIWeGQohV5nImVOI7GUZxYljWZzMiy5DihpCgUBZIiKQJCZwFAgLjot5fT7+m97F5WX/ljH16Q0XiciLZAKuf33505e69v31Xme9b7vM/LsmNSshUGNJWUIrHs1Xgi8RLvtLyOIVcJk8Iu76dcD+BZGdxaP74bAXxSvkW/o9McsZFaBHFf4u41uCzN4u/0oroBLrS8wdu6g1E6RlDotCbgvn19jLbGGG2KEh3PY7y2xIrj8FUsXvUdrB+75gTQHvLYlznLaHqCodQCAbmMJOkkk7eSydxLJn0PgUDrzc/UnTp/eOEPeWL8CbqiXfzubf+K4VwXpZcW3xdU93YSPJil8voypR8sIQVkEo/2Ezyc/UADevbYY4+fbT4Qa58Qogd4bk9I7bHHfxzXc3lp8SX+9OqfMpGboDXcyucOfI6PDXyMgBL4j3/BzwCmtc3Zs2fo6f51arEH+MwLn+GTw5/kn9/yz/F9l+3tV1ha/gr5/JtIkkZz06O0tP8yFwrbfHv627yx8gY+Pmdaz/D40OOcaRplae4PWN94Gl1vYaD/n9Hc/Ojf2PCYswUKL8xhL1dQW0LEHuxBiqhYs0WMG0XMuQLYPh4+NwJLXAvPMC86eWG7mcOGxMPdTUw0y7w8v81GyUQIONyR4L6hLPtchY13tsivVVEDMo7p4vsgaTARPce57hcpadv8ixaJDCkG3vldqLugSghZ4BsNsVHVbKYVm3HXw7Vk+j2FTTxeFg4XfRdfQKcnGDJqDBXP44bOM3VijXvb63QIjdSFf0KyMMya7bBqCzZsDxSDUMtVpOYrhJPLxBJrCMnD96FqRbB9iYhavSl4DFunWG1i2wkRETYpvUA4lEfaDY7wPQmj3ER9ewCr2N4Yphtfwk6t0xpbQZcbwRrbpsq45bNYD1DJdRJau4MRo4NoLQ1uQ7gEJZ+DAZlmVQIBc9oa5yNXWQisMaMvsapt4UjvV2hCVoyQHcWSTOpqGUsy8cwW3Mo+hNmKH5rikKVxZvERZE9lqe0STmaFSqUFJd9BttRMi6MiAZJo2PNiEoQkgYVPVhN0KTKh3Qapou9xUbg8i8UFXKLALah0CBe/6U28zDRXd0a5tr2P2m5vnILLaRQG4jPk2p9nf7REZ7BM4EfJhJ5MoNiHKPSQK2ZZWz6IVcuAUsPOTFAJreHZHi2Kg53e5E3fZ8LUqCs7yPoa2VobLcU+WswskXABIz5PObxOXi2x5cC2I/B+LFYvakdJVDpI1ptJ1VpolRU6ojli2RsEM9MgWXxn9mGeXTtCMPsyUuwCArivfIxf3niMZieN5/tUPY+gJCGAScPh28lXeLfrBVzJJWVlsM0utswoQjLxvRBOdRCv3glIaDj0OjI9usc9AcHhSpgfOjmcaopccI3Xev+KmtWCnT9D3k3zozOuyoJDmSi/6qkc2baxBfylbPNlq47waYgqQSOMUIDAoy+5w7F2g77I23SH3kFXLGLRQ2SzD9LU9CChUC8A762/x2+/8dusVdf41X2/ym8c+Q38qSqllxawV6vI6QCxe7pQ28Lkn5rBXioTGEmR+NgASvyDGRexxx57/GzzMymkhBBfBL4I0NXVdXxhYeE/2bH32OPnBdu1eW72Of7s2p8xX5qnJ9bD5w9+no/0fgRV/g8nV/0ssrD4p8zM/B7HTz7H53/wP1AwC3z74a9Q3HmB5eUnMIxldL2FjvbPYkfO8OzCKzw98zQ5I0dTqImPDXyMxwYeozWUZXHpT5mf/98Bl67OL9Dd/esoSvgnjmdvVCm+OI8xkUOKqgRG0vimizmTx6s1tmwboTzv6Je5HJpE6Y1wW8c9vPedLE8V6gw5EpbwmZd9QorgULPGiVadw1kNe8ll9bKJWfaRNXCtHzuwgGSXQnO3QrPrI81VkQM38JQ6oa2jyL6CI3wmNY83XJttx2c/Mkd8mUnh8RI27/oOjoCMJxixy4zWr2HELjKTLrCdLfFwEm6rHUBbO4m/foRVS7BGCTUzTbB5gkB2klBsFSH5eL6gbocIqY1ACyEa9rztSjNuPYHmgxbMEYpsI++KJsOVcOtx3EIPldVDGLkeJK2K0naJePYGkcQSQnbwfcFSuQ3XCdIWWeTC0igrq/vIlvvIVLoaMe14lIPbZBWIqRZeoMSI1UXGSfJe+Dr/ruXrbGo5AAJOiL56F4NmG71WW8PS5wmuRiY5F5riqqfhVIdxK0P4wSX01FlSUpm7bnyKtvIAlmSwLEnYuk2XoRLcFW5VvUprEE4RRfMFz1k2NQMifqPxqSo8rqgued3jgCRzi1A5goyKYAeXi7i8IdW4LBls7gqnkFKlQy+RqCcIYrPqefR7af57KcQMJv9r7HVyyXeRwst0qz4npSSjQYdgeBuED56MXOqkmu9kZ+UA1c1RZL2K3vE2xeYL5D2wS03IZpK808RbdpiitoEauoESWCFTa6GtNEhHYYStqIPaNMFgbBIvvMyW67FhS6w7Epu2xI+yIyVPIlFvJl1rp9mJ0h6wiWoez26c5oar09P1DfL6HAB3kuFT6x+lI38UCQnf9xFCYHgerzmbPNP+DLOZS8TqGbrzByjrZeYlB8sPomkWjqtgV3sa52q3WtXm+twj69xqqywaNq4rc7XlNd7tfJ6O6gCdq3dCdYByxGdH99iSVQJVh99A5w5UNiWfP1dtnjYMmlyB7sOa0oh/F7u1Oh+BLMFo1mQoOUZv+A0GEnMkYz1ksw/QlH0QoXfz++d/n29NfYv+eD+/e8fvsi+1D2Ms1xBUaw1BFb2nE6/qUH5pASRB/MO9hE+1IKS96tQee+zxPj+TQurH2atI7fH/N+pOnSenn+TL17/MenWdkdQInz/4ee7vuv9v9BL9POD7Pm+9/SE0Lc0l7QG+efXf8M+GTiJV3sPzDBKJUzS1/jIXqx5PzjzF+Y3zyELmro67eHzocW5ruw1JSGxtf4/p6d/DMJbIZh9kcOC3CAZ/cu6UWzQpfHee+oVNkAVSWMUrNZSOE/SZSCzwHek1LoTGSaWzPNz7EdqV25h4ucrsdIEXQhZRTxCNCo62BzjeqjOSUZFc2By3WLtmYdd8JBW899PNCaUlmgdV2oKC6JKHtu3vvjT3EQhsPc9UbJxv6ZcZ01a5s3gnv7xzO9dR+B42b/oOpoCYB4cw6LPHsRJvMJEssBCpEiHA56wD3FI5AlsHWLFctmJTyE3jhJvGCaQWEMLH9WRqdhBVtggojd/tegJJQD7fiSxbhMI7qEpj8YYHy5ZMsZImmhtCWzmFsTWMGtki2H6RcNMU0cw0kmqAL9DLXVDs5oVCJxfXDnGbtkW4HkIttyOQcITDql5CSc6h63k2gmusBDbYVvL8ytYjfLhwOzmlxNeS3+WN2AVKWplYPcPxucd5hU5MfYtk6zfoETqHi8c5VjnEPjuLjKCGxyV1k8vxdzkXvUjP5ikOrN6NK1x2Qiskas0EvDAeHpuSz1XdoStg8hmitPsa7/kOTzom7YaE6ktsyS6trkzGkygKjwnNpY7HlmbhRzdxnAirVhQfQQQ4hsIRZLplg8jJ/wUlUKTj7f+ZsJHBxcPzYdJzGZIUtvD5TVFlx/fIaqvo6TfIxa4SVE36FJk73HZ6wwZSdKUReuEL7GI7pbUDVDf24Xsysc73iHSeY0euslYLUSynyZU6mdw+xAoqUmSGaHgaU93BXfllSvUhDnpVHtNyhJumCGUnCKRvkPNdli2JNUtluRxh2fEoqcbNazdsxknVW6DWge/FiLeeZVzeRAC3hjx+wRmga/1OwltHb/a6Ob7P97UxvtzxdUqBHEObJzm1+BEKoU0WE2PMhVcoayp6wME0JcxyO05lFM9opIh2+D4fqQeIWRKmVuWdvicZS5yjyWvh8OYddC2eQvU0tNYgTncIzXM5vFCjxfS5gsMfYTDue3Q4gl5Hpij5TKkuhtQQVZGAQtV08XzQZJ/RzBpD8ffYnx5nICNoanqQdVr4l5e+ynY9x68d+jW+ePCLKJKCMbbTsPytVVEyQcKnWqhP7GDNltC6oiQeG0Br+9m3Uu+xxx5/N+wJqT32+BmhZJX4y4m/5ImxJ8ibeY41HeMLB7/A7e23/1x79HO5N7l46VcIpR/h6uqL9OsukhSgpfkXMKJ38eLKBZ6bfY6yVaYz2skvDv4ijw08RibYSAqrVCaZmv4d8vm3CIeHGBr8bVKpW3/iGNZqheKLc5gzhZvzRxFgtUlcjk3zLec5rslTpIIp7ut8iAxnGJuPcuPaDqcLgrLk82TEoi0W4Ev/xQnqq9MA2IbHxnWL9esWrgVCBn837E1SITuo0tWuEFtwCW75yD/2mJzB5TVsapLH7Yf+hHBihvK7/5A/jlxnyszglA/ge0GCns+wa9OnX8VKvsV0NM9qsErSiXFP/ggP1Q+TrvSxGlwml7yGkp0gmJlBUmx8X1CzwiiKedNeVzIiVGoZdB+i0TU0rdG34/qwagsWTZmtShxne4SmjWNkCyPIikWk5RrhzvOEU3MowSIASj2NlBvGqGWxTI28LZhbPEPcDCMjsIXJdOYC84kZ1hUDKbCFqW/i74ZhxO0oj+18iEeKtxPydC6INZ4LXeBcx0sIX9Cd309dqbIZm8XzJSyzFbcyilc6iGM30vralU3uCC/Tj8qR2jByLcXVukvFa1j0dAGbvsVifJapzDssJK9xoDzCP9j4FKNegiXf5SnHIm/Djuwxpbq7w2J98KHDkWjxICcJlhQPW4Dk+3QG8uwPb3KfmeGb1QwPCoVbfJ0YMmZolYUz/xNqoZeu8/8UHwlLuIR248g9fCx8/tCr8YLwcAREPWhSt3Cb36Oz6SztusGmqdJe7+a4SJCObmPF50By8VyV+tYA1c0RPFchkJ4l1n4ZSXaoe7BgyqxVEqzmepje2U8ND9woO/VRApGrjOiTdBWH6SoNkYptEm4eJ9J2GT2xjBA+FVtha6eNxZ0Qc6bHcqDGTqSALxr9cUErStKJYuBR0/IcidX5cNyktTBMZuaXCJT6EAgsbJ7IPsuTqR+geBqHV+7l8Np9yL5MSc+xmLjOQmKczXgJFBnb9jDKLTjlfXjVAdocjQdrKmlPohjJcW74m0xr44REkHvDH2F46VZqkzK+D+GExqH2MOntOrLpMpPR+Dd2lcvFOm2OxGlDJuALJlSXCd2hLhqx/k0xHdeD7UrjPkgGDEZS19iXGudQ8wZFVeHZjRXk0D7+5e3/mqHkEL7nvy+o1huCSuuLU7+2hV93idzaRuz+7r2o9D322GNPSO2xxwfNdn2bvxj7C74x+Q2qdpXb22/nCwe/wPHm4x/00n5qLCvHhYufpVqdAnwKrkxf1xeZ8pp4evY7XN2+iiqpfKj7Q3x88OOcaDmBJBqWK8NYZXb2D1hbfxJFidHX909ob/s0kqTgOx7mXJH62A71K9t41YaIEKqEPaBxLjnGV+tPMmPMElACnGq6i5hzC9MLzVxYKBF3BA9YOl2mYC0m+JZap0dz+JMBg6gCFzZLbG0myW3H8X2Jmw0Z+Gi6RUxZpk1too04Oo0qoYPPGC5XqJDBYNCV6ZYSyELhWuoy2ok/4GtXP8PLa6dRfY9wcAYzexY1eAPVA0t1ydpJHsod53TtIK0izEZ8nFL6GmpmCllv2POMWgJkm8Duv8tmmHo9iYJHKJQjoDWqDaYHmoDyfXN0AAAgAElEQVR1W+Ll9Sz5fBethVG6CqPE7TjB9A2iXe8RabmGEsohBEh2EDU/TLXYRb4ewbVlrHKG+s4AnqtS0nJMJydYTl8gF17Bko2GVY2GNW+/0UOf2Uba02h14oyUjhDzomw7Hs/rV3m696vU1Qqqo2PLJr6r49SGccsjeNURXDcE+Mi+R2f8Emb6LSqBZRRP5r6dO9m/+AA1K4QC9OnQH5DRRCMcZFEpsyiXidtxjnhR8r7H057NWddmXvEa1Qp/V2cLn5BSw0ei7jSS3pr0PF2WQmc5TYcjCOxW2I4GNEqyx+9gsCl73CYU/msCBNpfZ2P/l8lOfpLEwkOsyBUmdm2KB8w0LV4YgaCOx1NUecX3mQI8AUkP2oKbHBt6ijuar7PqCF7M60QLQ9xNM/0BBys5jRNbBsA1w9S2B/FsHTmyiRJfJqA2rnnXhxVbYqEa4PW5j3Jj+wwJdZHDgadYjdewpBCdxRE68/voMFqIZGcIt1wj0nYF9aZgTuJt9XF9J8zrZphcoEwttEQpuHXzXg7YYRK+Tm/E41YR4czsJwmX+vEkiy2pzL9t/SoXIxO0WmnuXH4YLTeI7oRRfKVRqYxNs5gcYzk5iRuwsT1BudKCV97Hka2jnKmHEMB4ZJOFnidZjU4iAXe338dd0sPoU80sXc+B7TEcUehTBUIItJPNfEt3+LPzyyhFm1tMhUFbYk32eTPgsKR6/CjovjmmkwxprBXrFOsNi29ndI19qTEGU5NYgQV62h/i8cP/I7oa+xuCSk4HUBI65o0iUlQj8UgfwUOZn+sXXXvsscdPxweR2vd14G4gA2wA/8L3/f/zP/T3e0Jqj7+vrFRW+PK1L/PUzFNYrsUDPQ/w+QOfZzQ9+kEv7aemVL7G8tJXWN94Bt+3MQjxxxsObZm7uLB5kZpTYyAxwOODj/NI3yM/Edtu2yUWFr/E0tL/he/7dHb+A3q6/0tEUceYymNM5TFvFPBt7+ZnrBaJ8/tn+bbxPNdz15GExHDsOGH7FJOz3azmG397uDnKva6OOltF0WRqnXX+j5xLWoffVq4ScGXO10fQc41eGIHAx8cH3LBDpyZzwNcI7zb2W/hMCItJpUpK8tnvhmhxgvj4XMLieSze9n0Kwud3bv09hCvz1WuPUk+/QyE4jyuZtJpZbi8f4TZjkJZQmVzqOvX0GHKosSm3awnMegI9WEANFaiZYQwziizZhIMFlN3AiB1HMGdKLNRVtmoan26pE3bCrL7yW5TrMUKxdUIt14h1niOQWGpEnfsCvdBLbvsAy4UuZMdBNoPY+R7qHmxFlsglJ1kOL7IcXsKTdy1hvkBYWczqAMfqPXxGChILb7Lt16lv7KO/PkiHJlPzPJ4LXOJrnV/H1KrI+LhWBqs8ilMZxa31ADJCrhKMTLA/exlP1JnwakjaDmE7ysdyd7N/7S4W6yoePq5e55CuMiCCrMs1LmvbaE6Y406K+O4Mq7rvcxabN4TDRd+h5vvUlSq65GE6MQDCapXR1BSjqUkUPMY3D6J4Kla5ibZCC4OOfNOaGRQgB2oMygG6FJ2a7/O8XyN09Ev0Z6/T9N5vkSoONP5r8DEADwcfnzAqhnAJ+goFPJ4VBi97DjO7e+8WbI62v809fS8hq2WeyctcrMvsqw5yrznMIUXDjs9jpMeQbl4TSRwjhhIoIQJFLFdDl01kyefVpdt4YvyXyEaWONr5FFVLo2RImK5CJZAnbjQxVBqhtzBKUEiEdqtV4ew0ktoIx3BKnZzdGWRmq4+o5eAF1lhXc2xFlqlpDfEleYKHSif57PajJO00+fACk8Eb/En8NVa1LU5Uh/mkeQC3FmeulKReaSbkNgIbCoEtFhPXmUtdoRjbRPdUzFIbZ5YeYbDayo7k8UokT6n5Vfz0ORxRYzQ1yqcGP83+2imWr5VYv7xNr+/RqQo8SWAOJLk6FOZPzi+xuVLhdltm0FDwgXd0h/O6g/Fjs8tiAYWuVEO4T26UsV1QJJuh5A1GUxMc7VK4d//9ZLP3ocgx6td3KL+8gL1eQ040fodbMNEHEyQe7UdtCv0tn5Z77LHHzzN7A3n32OPvmEubl/jK2Fd4efFlJCHx0f6P8rkDn6M71v1BL+2nwnUNNjdfYGX16xSLF5DlEIrehVGb4HfXAmw7EkElyIM9D/L44OMczh7+iTe5nmeyvPI15ub+HY5TpCX1i3SIL+DNSxhTedydxiZeCil4tofh1Hl3cJpXsud4L38Oz/do1vvRzZPMzg1SN8IEVZnbBjLcO5ylu+Az8f0ljJrNvtvacA7E+UffvEBzAP7bdpntSzaGHcIHHCAApFVBTBf0yzKB3bXa+MxJdVbkChlk+p0YIb+xyT8nVfiu53LOk9iRGjNwWjEJRifZ3/88v9C8xh9u6FDs4d7aQY5LYYKxNcqpMdyb1YfQzeqDFt3Ei2zg2REisosI5EH4eD6s2II5U2a5GmSxrlKxQzTVuujMD3PPyDvEmyfYHnsYLbZBpGUMWdsNnHA0lJ1+avND7BQyzFm9KEYGK7jBRmSe7cQkm5FFtvXczXPj+wIhfDJGM6HcnVwvHqZbsfls+jphCwprB5CMJP26xEBAgPB5PvYmX256BkOp49a6cSojuJV9eFZjWHRLcJNetYTqSmwnLrIRvo4l1UCAakepbzzMSO4oD9YDuJ6gFCyymF3AUi18D0K1NtbNFMfQ+Dgamg/fw2ZSOLT5MgY+V4TLJVxMQMZjKLrKUPYyw+lxBhNLTBdaeWr8kyzWOjC9xjyvqFyn6gboweRu2ydVTe3KZoGKjxfNsY1HpJpAVUy67/9XeLLFm2//U05ZrRxBQfuxBD0DjwASi1KFGS1Pr5egy4qwg893sfiebzO3W9XriyxzS8db9MZucLYmc9kp4WIzVOvh3vIxjjmtOJE1KqnryNlJZK0GgFWPIysGsmpiuzLvrh/jifFPENGq/FdH/5h0eJU5U2KpFmK7HGejHMaUQJJtTlq99BRHcbeG0KIbhFquE24ZI5SeRUgulqsyl+8jnusmVIzxli2RdyUMpcZWZJFiaI1HSrfxye0HEQheSb7ODxPvMqau4QiXx3L38onCnZCeJhdaZCGfZWdrCFHJIPsKtmSxEp9kLnmV1cQ4neUhDi98hLiVYlYv84ruU0ldQE++gQhsEiDKvam7uT99L/uyx1l6aw1tfIesD4bnsxbWmBoI80KuyMxiidtswaipInzBYtDnNdliQ/nJ/YwiQUcyRDqislLYYr3Y6AWLaSX2pac41ely74FRRjrvxZuRKb/cqFCJgIzveOD6hG9pJfahbuTwz1cQ0B577PHTsSek9tjj7wDHc3h58WW+MvYVrmxdIapF+aWhX+LTI5+mJdzyQS/vp6JSnWZ15S9ZW38KxymiBbrZDN7Gu/kcd3jfYdyQ+WYhzm8e/00e7X/0b8y88jyH9fW/Zm7uj/C2IVt7lHjxNtwlF1wfoUpovXGEJKgu5HhXvsxr7Zd4W7mI6VlE5WZE9RhrK6N4VhPtiSD3jTZx70gTp3tSLF/d4Z1nZilu1mkbTHD7Jwa5XK7xj544zwlH4paaiuQIHHxkyadPUWhSBVlFIO+KJxefdalOTq6T8HTa3TASgho274kyP3Dhiq+wKQM+ZEWdYGQCI/M69eAqwhccqffw2f5JFDNJwEpQj8/u9sMo1LcGqW0N4XkySnwJr2mSoFYlojSqTcLVqFeynPXyzFZjbFR0XN9F86IN21ZhlOZ6w7aVPvA0odT/I+nUk/A2+tgZP0Wp2kKFKOt6kY3oPKvRObYjCzhyI5wi7Cu0SgrCDjMrlXAlG7W8nyO52zlb68bH51aqHCumUHwVWzJIxHc4SRNxP8Sb4et8Kf0iy04UtzKCUxkGL4Tk+7R70KLUGGi9wGjX62woW7xRVrlhSUi+xGD+AG2EWZLzDC9+mM5KD3nJYaF5nIrusmqk2DSiKAT4FDofRyMIPI3NNzwTw4eK5GHsnrfWQI7jeoVTdozTtXbCyLhKlWJygpf0cZ4JXKcoG6SMHoLVYarVfnbsKGWnIaj/tQTH7SjXLZN1U77ZfucKl63YJnW1zjHNoeWWf4te6UJ7+7/hu1IBVDjlJBjxA0i7VU2BwMXnglxnXC+hyzaDbohhI0bBk3kZi+/6NgvCR+Axkppmf3SJmmcwqaxTUFewpDo9Rjv3lU9zorQfR65SSI0hZa8TzNxAkh08T8L2VOqOzl+Mf4LJfD+fGf42h7LXCf9odpgPi1ajerlWibFaDdMaNDku4qTzo1TX92NVmgllpvFbr6G3jNMcXWv8eCuKV+jhvGVypRgisXOAjJXCkWxuEU0cs3spyGW+lnmBF5NncXCRfYnjtRF+cfsBRsxO7NQkpcxltkSFrdUDlDdGkYzGkN9CcJ255FUkT2Z081YUX+VKcpK3AjUMIVCT7yJHJhFIDOpn+OKJz/JA/xm2z29RfmkevWhRdX2mTJexuMJ7EY/xnQonLImjloTqqfgplXd1lx/Wqo3xbaJhkfwREV1G1ytY3iq22YxhN55Z7ZFVjrbmuXOohdtjh1DelrDmiu9/gS4Tv7+byC2tCOXHyl977LHH31v2hNQee/xnpGJVeHL6Sb46/lVWq6t0Rjv57OhneWzgMULqz68VxHVNNrdeZGXl6xSL5xBCpR6+lYtWgpdXL7Jd3+YjCZn7o2X+/U6a/+3hZ/6GYPQ8h/WFZ9g8/wPU1RYiuaPIRhQAtSWEPpRE64hiLJV498rrvBJ8h7OJi5RFFZUobvkw5Z2DYHRxojvNPSNN3DfaxGBTY9OzNJbj7adn2Vosk2oLc8tH+3g14XL2xXnKE0WOmTIxXyKkQKvamCUUlRsbcN/3QUBOMihJNmk3QGx3gOuKUuUSFd52JMZdnfXdIMWEqKFHr2Nmfoirb6F6Enc7PdwmJWiK5rETM/iKie+DVeygvHaQ2sYwvvAJtV0m1vkeemC378mF9VqY/Rv3kN0+wl/oF/hO+CKqL9FRGaSjMEpnYZhEfINQ8xjhlnFC6RsIabcbxAfPlamtHGRr8jRrns5asCGcNqKzFAM7AAhf4BitnA7WOKiqJAqDvOeXeDM8hgfYpYNk82co1TspIjNiydxVV3ACGyzGx8gGbB6rnqHNznBdW+FLoQkumxncejeNWUIuvY5Ek1olGN7C1er4vklOm2U5eh1TrZHwNe7UNR5d/TjpjZNctQxWDRlHtrjcfI4fGoN4QqA1vUCo3snjxTM84keYweOvfYurvkNxd88akU32pcfYlxlnKD5P1YyxUuokGdxhf2qW8M4oLNxHpjhAUGp8aEnd4p3oZc5HrrMsF3gkfz8ni4f4Nd/jhOTQnHyTF6o9fK42wAlL5brpIPvSrjiCLlUi3vs29pE/ZXPhFDvvfB6BRE2rYkaKtKsyB60MLX5g1yTKTVE1hsMlpUZVrdGDxEEngmUHeBmD7ypl1pwQsnAZjqzQaktYwTW2YuPktRVqSpFOs4W7i6c4WTiCW483khyz44SaxwkkFxHCx3Q0JvKDKMJhND2J7SpUzRiKZBMJVJB2q2GrlmDWlCmaQVo0j2FFwd3cx/bqfmob+5kLGhTarjOYmeBwepKQXm5cq0aIS7bNfDlC0+ZxjlX2MVLdR0YEyIkaT8XO8lzmJQytAoDkS/QbHYzUexmp99BJiFBqhlJiikJ+977YGkT4Co5kUFUrxMwUplznYtvLXIovYRntyEoZOXYVIZtIVpZe+xSPZU5w0osRnNbQqjJ1fCZrLpcdl4thm3HZYchUucWGiKMRTGjUekK8WC1zfauxvqAqYTqNFMabiDrpyA4xJchyMY7tKSjCYSSzzulWlTO1FgZnwshCAh/kpE784V6C+zN7cel77PH3nD0htcce/xmYyE3wzclv8vzs89ScGsebj/Mr+36Fuzvu/rmMMIeGuChXrrO29iTr60/jOAVstYMpsY8f7qwzWZhBEQp3dtzJIz0fwpr775g3XU4f+xonWhrPGN/zMRcL7Fx8F2Mqh5ZvQyBBwCc4mCUwnCQwmMTxXN76wUt8f+n7nA1fJKcWkX0dszSKVTxK1B/lnuFW7h7OcudglmRYu7nG1ekC7z03x8pUgUg6QPZ0lkvVGmNj20QKLoccmU5VIqkK2hUJVQg838f0fXQhqAsLQ/JJeBoyEnXhcEMtctk3uGBrzLs6G7unMCJVUKPXcNI/AL1Iq1B5yGtnX0CgJxbxtMZm069mqG73UVg+Rm1zBDW8Q7TrbeJd76GGCuQdwZQhs1JNMLnTy7HCCX69cpyyVOffJ17ANWJ0FkZolTTCzWMEW64TzU4h7Vq75HoKV6rja3XypQyXrzzMoppnI7LAZmTxZrUp4qkMEqVXg9ZAnczOLQxXuhg3Jf46fpar4Wl0T0PKn2QrdwdhK0FFgowL++Ul6qkLbIaXOWD18Xj+DgatNualCl+ixuteYzi0om4zYGt0SC5KeBtbtQkZQWrSJkuxq6zFZxC+RGdhhMHyIR4y9zNgJZm0HObNhm3xcsDkdQ1MCZAqxD2Fe4iQwucScBkHF4Hs+3TpBY60v83B5qsktRL+zj56124jXRhmse1Vyv3Poull5ncGuLhymrodQXIlRgod7Ks30azIpHerjz+qHC2rm/y+tsy71X4OJi+juAnyZoR/bnbS4cucs108Ayre+xH30cPfoH34Ja4tnWRt6iFSlTRhM4yPTyVQQQvXGJWC7LdTSLtCqopHbDesZBWPt7G4odRJyQ5HPR3FE7wUWeA1I8qOmUQRLv2+TVqAnJhnKz5OUV2kIq/Taqe5s3CKk4UTeOUsa5RRshOEWsbQmscJRxrBEZaj4SIIKo0UO8PRqBgJFOEQCRRv9tzlHUHRFUQlSMke1Xw31xeO8+bWCcYI0xVZ5YHEFCOZyUZEvmzj+jBvSeTLKQ6s3s/g9mlCToKi53DRrnIxMM1SYpy1+A0qeu7m4OWYE2bI6KHPaKPZ12mKbuGqFerbI1TWDuLWkzefQ6Zc40L797na/Bq2m8S3U0hKGSmwhu/JUN5PZ/Uo94pO7q/FyVhhbMVjUXK5WhBcwOaSbpN2JU5bMq2OgqLLtB5KM58UvLC4w8R6475NhlRqlovpeLwfOANJvUxnosJ2VWW10kgXjWo1jsQqnKyr3FptpQUNOR0g/mgfweHUXiDFHnv8PWVPSO2xx38iDMfgu/Pf5ZuT3+TK9hV0WefDvR/mU8OfYn9m/we9vL81prnJ+vpfs7b+JNXqNDVPY07Zz8WqxMWdKVzfZX96P4/2P8rDvQ+T0BP8+esfp9O5RC79D3ms/R9j3ihgTO9Qn95GmDI+HnZqjeBwE6kjx9E6Y3h4vHP1LC9cfpYf2m+RV0oonoqoDFMqH2AoepoPDXdy90gThzsSyD/2ptf3fZbGc7z97BxbcyU8XWIiBq9aNfosifsdlX2yTJMiSO1abuqeT8H1CApBRDggfBSp0US+LleZVotcdR0mzBCLvsb2rngKy3mk1Bt4iYvEtAqnRIwzcoJsbAuCjb4iyYzhFLoobA6Smz+NU0+jxVaJdpwj2vkegfg6JQcuFlJc2BpiqtqEUEtk9Q3+8frHaCn3M+2VMYRBLDu7W3UaQ9sNG8g5gmo9QqjUwkolw6IDO02XWLAkcruv0iVf0IpGnyQzoKl0hytkvTCR3CHCm0fwSp28EjvHc6lXWda2SFgJ0pu3cb1yEtcL4AnQsEjFzqElLiMLhX3VQT5WuJURJ8M6Ll/G4kWqiMg0YW2TA0aaiKbjA9FaFNevsBqdYDZ9CVOpEbLidJT202YMcU99iENWjCnTY9ZshIGMqS5vBQ3qqonhBkgg0+wL1vAp7VZOwlgQP48XGyMUnmNU92mx23GK+ygbjU1tV3yek23n0UM7BAp9aNMf47wV5rK+hbUb8S18GDBT3F7ppJsgPlAQBp5skXHjACzj8K6yw0T2u+SEz6OF09xZG8YDvuVX+I4Lhw2VXqeR7Nh68isket9gYvIhLpV6UR2NZCVJspIiaDdCSOqhGqcDGn1eCA8fCUFdOFSER9xT0RDU8DmHwzkcHNlkv2KgZa7yhrA5v7WfvJlEwqfPlWiSTALRTbZSVyloC5SUZVJOlNuLxzi+fQapmmXdBj+4g948hmgZJ9s0jq43KjCGHcADQruzpeq2TrmeaqRABgoEduPzbR8kGi626VwHXx/7JAu1bsKez52W4ERsHq3tEoG2SyTDjRRIw5GIzj1M5/IDqHaMqprnqp9jKZ9FcTVyoXWWkxNUw8vshNdY09dvRue3mU101ztodiOkNJMmM0NtYx9WqZ3GtCiPxcQY73a+SD60iuureE4USSkhZAvPSuMUj5KuHOMut4mHbZ20KriQdJmrO+xsuVySwRA+R02FUVtGRlBt1VnrD1EKwtUbeTZzDTtkKqxSs0wMu/H8kCQXz5MJyjW6YstoMiyWWihajTCTdr3IMdnmtJnhZDRD12ODBEdSP9WzeI899vjZY09I7bHHT8lscZa/mvornp55mpJVojfeyyeGPsGj/Y8S1+Mf9PL+Vriuwdb291lfe5Kd3FkMz2OGPq4YYS7kF3A8h85oJw/1PMTDvQ8zkBy4+dk/f+MPGJw9T7BwmpbKKdxiYyPmBApUU1fwOys0Hb+XbOd9OJ7LOyvv8OS7z/Ju6SxFuYTmqbRURinUDnGg/XbuG+ni7qEsTbHAT6zR83ymN8q88+YK2+9soZccysLnnYCNLfk85mkcEApNikCTGlWnJc+javlIQLMqSMgSQghczyRnzrNlLPJsso9FN8ESKjkZECah6FVE4hyJyCL7VInTIk1npIQSaljkJDuIWuijWmphc22E0uphQKDHlwm1n0dqu0AquYosYLEcIxuqslSP8kerSZK4tJcGObx9mhY7gZqZJpSdItQ0iR5bv/n9Um6QG+UEk6bHquuyLpfYiizjSo0Y7JgE/eUBeoIGralVegI2OoJwfpTw9kFC24fQjAwzgUWeTb7Kq7ELWJJFU7mL0bW7GDdGuKE2mrwEFonEZSKRCSpOmMPlw3y2to8RP8AqHn8hSrwUPQ/xKySETacxRHO1l3gtgWz7LMWvM519j0JwE9lTiFcHENUR0pV9PGpnuM3TmDE9bpgeAsGE6vBGwCG3O4hLoRH4AZD2BaOeTMZ2mYjsMOGkON50kTv6/5IrlsulmoqNj+LptHspbkvmOR7PUTESXF45RWzzGLfXO2h3I9SFwxVtC0O47LfSZLwgJanGS7F3WaoLOrZOInsKbrhENGyQdWOMuFGCCGwcroducENfJuIFcd0IZ5UaOSeKYcRpKyc4ZMsMnPkS0fZLLL/9eSa3R8inVrD0OgErQKKSJFlNErRCtCiCI2EJRQi2pTopL4CKRFlYlIVN2NeI786lWsblXVwWpBojna9CepyL+SEurh1nzWhszvs8iW7fQdM3KSTHyYUWKWirKMLmRHk/J7Zuh1IX27Yg4IMaXybScR41O0E8tYS8O8C5ZoVAeD8hrEq1NLIrEwwWCAfLN+/B6XwfX5t8jMVSD0GpykG3zplSC7pao9z/HeSO9+iOlkhJErG1W0jPfhSt3oSl7zCWOMf36hXCxWFayn0onoop18nHb1CLrLIZWWQ+NE9BbRxP9VQ6ah302mm6ioMEtg6B8749ejM6zZXmN1mJT1NTKuDriN2USafWg1M8SqR0iFu9GMeFjNQCl9oSBFfGmV/XmXBC9DsKRy2ZhCfhaxL60RTV4QhhB743ts65hTy+D7rqYvsVPCcCyGiyIBpUqRk12iNzJPUyZSvCbLEHy9MQ+PRqFY4pOncdHOHOB/uJh7S/1bN5jz32+NliT0jtscffgqJZ5Dtz3+GZG89wZfsKiqTwoa4P8YnhT3Ci+cTPpY3D8yxyuTfY2Hyera3vU7ErTDtpxpwsF/JrWJ5Na7iVB3se5KHeh9iX2ocQAq9mY9woYt4osDm2QLi0u0EI+jhNG+TCP6CSvES86wDd3V/E1/t5avJlvjv1EjPV81iSge6p7K/sR7WO4bSdorevhe62KLL8fsN2rW6zvFHl2sQyOzs2mXWPI3WZtCdRkzyEDqNCpk9+v9ep6jXe7L+OTYshcbek0qVJKBKsSVVWnRXmXYOlKkwE25hVdQylhhKaQ4teIZ2YYlQ3OSLF6I1U0AIloCFsAoUBnEoTuUIzW+vDmOU2AJT4EmbLBYz0BK3JVVpCNXwEFwoZvldWqdoeD6gR7u6aYeHSYyj1DKGmKSLZKdRd4SScAOVcD+OlBNOmz6qosBXYwFR3rXyeTIsbpVWzGUnk6dFdopKPLoFW6SC8fZDw1hFCxQGEL1OR6rwcvsDzyddZCi+iuBoD20dpKfcxSZBpuw+fhogKhadw9Q3kWjcPGP18kgCdyKzg8IQ+z6st38IPLpEwOhjduZXu3CiqpbCcGGMqe47V2AwIH7XeiVM6QqVwlMNelE+jccRVuGA6bFo+MoJpxeWNoM2W7PEj21TMhxNC4aAvk7UkXH0ZtfsNRNMEwWCBH66e4amZj5AO5Pn00F8zkr3ClClxoaoybgpMX6D7CnGjh6TRQ8xuRvIkTpnNnDHaSHg6AkFFMngxcZYnMs8SsdvpqB4mbKVoKjTRVGxC9hU01eYrIZcRZD6jGgSBdqchXOrCYDK4wKS2xbJsUfQ0Km6IUDXJI4e+RiI9w9r5X6E0dwdFyWEuUqAS3ySo1gjYAZKVJK21FKeVCK2qRM51mJbLZGSZbjeCgkQVix3FQPgSTW4QHXl3XpnNdnyWlt7vsBFc58LKrVxdO8mMHQag1RcMepCQq9Qis2zEpynoK1TVTQYrQwRWPopeSzFiy+i+QAibWNs1aL6CmlgkmVi/KazqdgCf9ytWlqtQrKWRXJVQMI+uVrm6s49nbnyY+VI3icA2o6n36DQF8dXTOMJlqfsl5NaL9AUczuRP077wEYAN7VoAACAASURBVPRaK3Zgm83sOb6XfI3xcpTI9n76S0OES90IX8XHxw3kqMQX2YousBxaYC64hCXZ4AsObp7myOr9hI0MjmyAD4oXwBEWM81vcS3zLjvhVTwBQnj4voRXGcEqHsOrjDDia3RrErWsSWf2dcS6xtubB7CNBEdshX5bQkIQ1F36WwyaWwzeqsu8WpR5qyRj+QKEiVBqKH4U21EQQFsiSFiX8OxFstoMiuywWWviRrEHx1Mbwipkc+eBTu4Y7eRkb4pYYC/tb489fh7ZE1J77PH/EtuzObt8lmdnn+XVpVexPZuBxAAf7f8oj/Q/QiaY+aCX+P8Zz7PI5d9kc+MFtra/z7ZRZswKM2GnGCvncXyXbDDLAz0P8FDPQxzKHsIvO5jzRaz5EuZ8EXutCj44isdk6DrZluvYzRtUApeQZI3m5kfJK/fw7dkJzm+eJedOgfBJOFFOlw/S7hxC7jqFfqwdrl8FYGVrg7wps2UobBkq64ZC1ZaJeHDUVDhhKbTKEnFF0KwIUrJAEgLH99l2PLb/b/beLFaS7Mzv+50Te+7b3ZeqW3tXVVev0xyyuQyHGs5mY2xYsseGDcl6mif5wQ8GDPjdMuAHPxkwJNiGAcGCoZExkmaGpIaryWYv7O6qrn2/S90t8+YeGes5xw+ZVV3VbM48WKMhrfsHAnFv1c3MiDgnIr//+f7f/8sNfypS/sTPWVOS/1b7rNk5950+j+SQh6nFQV5lB4v9oIMsbOMED1mp3+KCm/OyU2C9OMSdNb2VaZFC7zzOcJ1+WOFw0KLfW0WlZRCKrPaQUfURSWmblcV7tEojGm5KmAs+PJrnwd45Kr2zbOQtFiptgtZ9qiffQVrTvMskCdjtLXM7LPAoV+zZXSbulLQJI2klDVaEx8lCzOnaIUt+gv20T7CRFA5ex9l/i1r3Er6aBtOhzvlhcJPvVt/ndu0auZVRjpu0whVSY3GYzzPov4UyRUAj7AFG+zR1gf8Il/8AhwqSWyLmn9V+xDvzf4IRhtXBS1zZ/Tpz4TL369e4PfcRnco9EBqTNkgHr5MNXsPO6vy2EHzT+LRzwXaiaWYSA9x0Fe97OUfWNDt4xkh+G4e3hE1DCTazhP3WNXqNTZ6oAoO4wdOGyLWgi+WO+POdrxDlPn94/o/52upPgKn87MNhhZ8Oy2wxQoucQAX82vgyXx29yoXwLLeCLYZ2ly+Or1BXFXoy4qp3xEfeIQOZcD5t8IXJMmpS4EGiuS8V/2c55YKYsFbbxEeymvu8llZpqRLzM2IVyog73hMeOQMOrZSLZ/6MxfoWux//HYZ3vwlM3R+3bMXt4pC00KfmhjQVvBmu8DU9h4vgQaK5kyUUignLtmRDl/CwSFDs2mMSoahqj6XZOMciY1h9APMfs+0d8oP9V3l0dJkb2iYFfAMXjcUJk+N7HbYbN+gEW+ynAeHB77KYlviGMpxICkxmrdkK7gR35WckrZv4pQOatTb2jEjFmU9mLAr2BEtO44JBVEUpmwejNf708W+xNVqj4Xf5+toPOT33PpOwQtjZYGtS5F7lLlZpn39/8irfOPwmzXADZU8YrH6f/eXv8Ynsshk5NAdnWe5eJO6fhP46Uk8XaBypyMq79Mqb7JY2eRg8RkYNXnvyWyyPzpDYITvVW8Ren4XBORrhCv1gn49Wv8Xj2m1SK0EIQNvY45cYD14jC8/iG4dlG+YX7vNK48dsHp7n2sEbrMUBl1OLhpZoDAVXs9ZKWV+KuaHg20PN/zOxCePp8XluQsEJ6Id6SkBdi41WkZKbUOYqRfmAVDs8HGzwoL9BbmwEhhMNwVfOrfL2mXleP1FnvvxiBv4YxzjGLyeOidQxjvGXIFMZP937Kd/e/Dbf3fouw3RIw2/wexu/xx+c+QPO18//ymWf8nzE0dEP6XT+gsPO99iMRtxJCtxMyzycTIP3E5UT/Obab/L1td/gojlLvhWSPB6QbA6f9XMSjsRdK+OeqvIvkn/KneR/5Wu1DIFB2Is8yF7jnz8cs8NjjDuVwK3HK7w9vsKVySUW68s8bn/MRKRsjTJ2RZn93GfPrnFolVFiWpRUymO+kMKXTYmTlkfTFtRmxEkbQ18ZjnJNPzfs57BlKb5dzDiSht9XIX+YvMt2pvjIPsU1v8F2ZZe88IRK8RGny5tcsouc9nPmCgOsGbGxkgqF3gW83hmiqEw7CuhGBcb9VdAO2o6YlLfJyzvYy+9z4A9o+jGXCyH2aIX9g7McHJ6mbnxq9ScEzYcEzQdY3oi+EjyJfHbGVTZVxpNMMLQnz8anGrVYymusO7BRHrDR3MV3pvI9Y8BJ6jiTOaLaA+ykztoH/w1uNEdmNIc65arY56e1j7jVep+x18dSDsW0Ri5TnHiNvf7rqHgDdMDTAnoJfAnNHxifX8NDCvixc8i/bP4p12rv46qA8wdfpNp9ha3KNvuNq6SlByA0Oq2TDa9gjc9TUg0WtGQ9rzAwFlkqOJtaLCtJguGql/OhlxNJzWVt8x/j8BXpYgzsZZpH/hMeVR6xZQlSPn+F3rMjTrdusVDd5J/c/tvc7F7gQuMuf+/iP6Hp98i1g2unpJnL5v4Frk4sfuZtEs0yFgClbJ6To9d4c3KB15MFTmdVJIIMjYOkJ2N+EuzykdumNKlyI1zktiX5T0Ibv9DjqNwhdWP+i9FLzOce3y3fomAk55JFVrN5ACIZsvnK/4yYu87h1pfYuvofUoimnwOQYHjgKD7yEjJ/zKoT83ezBm/mDSZGcStW7CQChKYUJCy6cEIElIyDwrBrjRnIBCEEC3mBlg4AUPaEqH6HTbfLe4Nl7oxXuWfgYFZ7tGEkLxnJgkwI0g/5l36FLX0eyxrwRnCPr4QrVMZrhJmDAVxhKJc6qKUPiap3CYpDmtU2zmyRIVc2Ue7h2QmulWMMfLD/Ct/Z+k0eDDbwrZgvr7zDb534Pq2gxyiTXB9W+WQUcF+EnEpW+M863+SN8RUEMGrcYHjiXxO2rpEaQycu4I+XaE5W6Rwtsne0jhytI9WUaFiA500YlbfoO0PkeJ7aaB2D4VHjGrcWfkJsj2hGKywNzlKJWuzU7nB/7gOGXhcECG1RDc+jBq+zOz4HxsUTOWdqD5grHjIct+geneNs4nMhtfBnZiGONMxVcy7+/svsF0P+0c0f88HDCWm4CtjYFiyUA6JM0Q2nGb65ssdLiyXq0Q5V8SGmsEc3LXGvf4aH/ZPkxgagXoArq01+4/wCX9hocn6x/EJd6DGOcYxfDhwTqWMc4zNIVMK7e+/yrcff4nvb32OUjig5Jb6+9nV+Z+N3+OLyF3Hkr5YMI4p26HT+gk7nu2wdvcvtSHMnDbgT2wzz6Rf8ldYVfmvxG3zN+iLNfol0a0S6OUCHU3KhHUNeU+Q1RVbTZOURY/EuT/Sf03JCnj4i/kVnju9Gk6l5g3a5NDnL2+PL/NroErYl+cTrcUvkbGU+D8YWh6KEElMJn6dT5tMu53PF66LKeavJgu1QtcRURmgMPWU4yg3dXBMqmBjQAELz0yDiR66kriZcTvfplCN2ykeYwg4rlYecdzQXfclyMKbozciLEXjjVYLeWfzBadK4SDs3HCYOg/4KpFM79dTroSo75Mvv8En5EQfacMkxvJKsUBydIB03MUiC+jZB8wFObYu21jxJJU/CEtuJxxOdEM1qmjCCWjTPfNpkSdqsBxGn6ofUqvsIaabX04AXLeH3zxC0L+EfXSRc/z6ds3+M1zuN/eEf0R5Xue3scr3+MfdaHzDyu1OJk/KQqkyWzhFN1shHVzBZk6cSOoHmosn4XV3iS9JlXlgMyflR4SZ/vPB/s+vvE0yWsUbnCYUhL9/DCp5MDz2tY4cXKE5OQbJImBewVIEEgasEr6Q2l1KLwAiOpOKmH3PN1rxsPP5zbF6WLrYQjJXhMWM+9vd4VByQW08roz4LQ6PQ5tz8DU7U72NJzf5whdsHl3nv8FUehIsIAX9n7hP+1rk/wRQ6YGY0UUA7hW8Pfe6PGoQiJ7WmRgvVrMEr4QW+MXyVK5NzWMbCwSJFccftcd3rcN/pExvB+/0zoC3+7sijpG0m7oRh+YjfZY4VVeKfle5x3etgi5B5A+t5mdPJApWNHzBc+z6FzmXEzT+kk3lEkwLjxGGip2MRo7nvaH7m5czbmv9K+LxkPHaJ+ViPGcYOQTqtB6o4ioafs2jbLJgpmRiLlMf2iFCmFASc1AHltAZMidWh3+ZG6nEvrvKJUNxCk4kpCTlvJA0juClyukJQcjvUm9+hbHd58+hLrPYvQFQnM9NjLViKarlNvnCVfuUBtjemWRpQLLcRM7L2VA44yQJ+sPM239n6Grl2uNC4y9tL7/NK8wYFf0Jm4EZk8ZORw2Dc4nf7X+G3+1+ipspM5ITN1vt0T/4Z9eo+1lMOMWlSHK2TxmV2ek3aBxdwonlIizNDenAxKCciz12EsRn7HW7M/4Tbc+8RuSOEkVTjJnPjdTCSXmGXbmEPLTXSSFbDM/jji+yNz7KbNafPJitmwe8gEhuiBS6mLuczC4dpDzoBFEsuC2dLPCk+4k+O3uPexEFHF8lnBhRF16ISOAyijEk6dUdcKrpcMNASOzSbN5DlbTpZmfv9De73TzGcvdaRhtV6wGvrTX7j/BxfPN1iruz95Q/+YxzjGH/tOCZSxzgGsB/u86MnP+KHOz/k3b13ifKIslPm6+tf55snvskXl7+Ia/3qFAfn+Yhe76d0uz/mSeeH3Ohvcz+xuJ8GbCXTYHXOafHvlb/JF83rnAiXkLspeSd6tmpvNX28k1W8kxUe7V5FFwyKkE5+nZH+kJJ3E0tqdlPBfmrxeinnWwOHD9un+cLkAhcHF5HRGnesjLsy5rER7Ocuehbs+CJnPu2zRMIrmeAlqqzYNeq2TzBbeVXGMFCGdm7o5IZBbrAFJDPy5ApNVR7wF26P73orZDgUy5+wtvynvORnnPMki35I2QufBXkyKxL0zhL0z+D3T5MkRfYYs5vBeNRCJlOrZWXFZLWHtOd/xvXSQ/aYsBKtcClZ4WRepyTBKXZxa4+YVLY5IGU/F+wlNnuJS1sr1OwzLW3TmCwxF66wmjdYKY5Ya2xTbT3G8iaYWdBvKRd/eIqgfwbv4FUK4xPYM8OByOnz5PL/gpq7Sbj1Fu/dfptbzQ/Zqt8kdkKMBpEuQXiaLFkijZfQySJTrzV4mn2qEPG3Kvf5RrbAy9FpJILrzh7/qv59flx/h8xI8mgdY1wsfwfpDKfELFkiiE6gRpcYRavE2sMwleoVNVxILS5mNotqKoHa9Cd8aEku4PBNKbkkHQIhyYxhU8d87Bxxu3hA5qa/cB77dsjJ5n1ONe9SC7pkyuHR0TnuHl7CC5c5n9U5l9Zx8yL/Iwk/JWdOppxa+B4n17/DxSBj1X3xu2sU1ukcXOJw1OC2u8P1wn0ymSOMpJzOcyLe4O3RJb4+vkjF+MQi55bb5QfWkD+etKjZEd8wIXPjFsWkiETzVkUwLx2+E2zx42D3KVclFymJ1eGNxiavrlyHtMzC1T+iMXhpOqbk9JVmlFn01TS7OtSaXSdHuBZ/23ZZEpI7ZPwr2WeoY5Yzl3pcwlUuroC6n9NyDCvSI5hZqbdlxBN7gCm0aVk5c8kc3njaasBgOLRC7mjBlpZcQ/MuCjUjVhhQAjYMXHF26NffZ9/fZjFZ4XzvFZqjE+i4zNQmBKq2olzuYJq36VbvkDoTqsGEWuXwWdZKaclR3HhGDo6iGhvVTV5pXafqxEgjSOWEeyrmk4lLq/Mq3+x/mTfCl5BIdtw9blSu8WD128yX+my4hpI90yFqC2+8iglbdAYLDHrrqKMNTFwj0Z9timtQ3pCj6n3uND5kq7jFaCahBfCzEpa2SeyQ3JoueCwkLVbHl5lMTvIgXuAorz67p8r2mKKSLMZFriQO81qiAQW4CIRjGNT3uW3dZtfJSYMNRuEK3SmPf0asRnHOePZcLiO4JDQni4cs1G9TaNyjrVweDDa439tgZ7yMmX2+b8NyrcjllSpvn2ny9fPzP2fKc4xjHOOvF8dE6hj/TiLOYz5uf8y7e+/yo50fcad3B4Dl4jJfWf0KX1v9Gl9Y+sKvDHlSKmIw/Jh+7z12Oj/gaucm92J4kNhsp4JA+ZxO1/iy/RavcpHlcQu7rUHNyEXJmcr0Vsu4a2WclRKyYLM7iLm5s8n1T/4xpcL7rBd3sKWhnwuuRhbvjW0aoszfW+jQGa7w4w/+AduqyH0Uk+eOz7cVC0mPc8k+LxmLU1SZt5pU7SoVy3kmj4y0IZxlnPbzKYmyxTQuTWePIClijtwdblYf8ajWo26WWApCztbuca7+kIo75qnaUuQe3miNQu88/ugE9nCVI51NzRtil3Q8h8yntSbaihjX7rNVvcdDfwdhLOaiBc5RYc0WeIUuUe0Rw+IubZOxl0n2MslBJsmeO9dy3KAxWaKRtFg0BU6pGmvFCGf1XWTjAUJMJXpC23jhCs54kXDuKjIvsP7uf4ebToncUOd0M0FPaaLF9yi/9k+QTsSfHdb5iyRC53VUvIyJV1HxMnm8CrO6mVmODpAIYygLydvG5neNzRVhYwvBtt3h+7V3+V71XfbcDkZbCGODNXVZJC9gjy+RjS4RT9bJdcAzhgAUNFzKLC5lNq1cIBC07ZTHluCEJfmyFJySLp6c1q7t6JRbTpePSk9InOev2IuwZcpKdZON5j0WKztIYeiM59k8Oo85eIPT8QLn0jqNWd+qXWvMdX+XH5Tf5wMRMel8A5M1CfwnnCnss+4ozpUOOF17TFB7BM9lvbK0yMP+Mu92l9gVEwbuLpHdn145bTOfLnN5cobfGL3My9EpvmU0/5CpHfnZ4ja5smiMWrTGdb7gBay4krs64s/9LXrFPlrqZ5/VLBzw5dPfJnAiPumscrh3kY14lbPxOhvxCg5TSVeizTNS1VeaWGhOOBYnbIu7QvN/kfJDYhZIOaUEK5lDIw1wtEXNEtQcRcOFBengzgLufbfL4fz7BMUDanmJYHAav38Gezb3JyJni4wtI7hpNB+g2RIaDRSB14zFy0aA3WWzeIOdwgPm0ganhhdojE5gnssGlS0oBSOKtS3i+i06XgftxNSCMZVKG3vW+yzXkt3xEp24QWDFrJT2qHhjosyjE5W4kxoOJkXOHP0aXxu8yYl0GYXiQekuPy5/zPvVD6kUBpyTPhuWw3xhjO1M567QNs5ohXS0RDhcgN5JJp3T9JMA9dxcswDHjZiUd9grbLMT7LBbeELba6Plc385ayEljGA5nacZrTGKVtiMlxim8xg9zRa6MmbeGbOiYTHxaUyqFI2No8BGYtD0gkO6hSOyoMjQbnAn8jiY2f87AoqeIM9hnJtnx7gBnPZGrNS2aM3fIXf2eRIusjlc40H/JO1o7tmhOha0Sj6n50pcWa3y9pkWb51s4NifJZXHOMYx/k3gmEgd498JpCrlk84nvLf3Hu/tv8fV9lUynWEJi1fnX+Wrq1/lqytf5XTt9K9EzVOadhkMfsZR711uHLzDjd5DNhPYTCysaJ5T8Sqnk1WuZKc4ES9TTMrPXischVtLcBsJTj3GbSQoL+fByOZm3+ZaP+PAXKdWvMG5yjbrQYgU0MkF1yY214c1DvpnsEaXaNgOf/TaP+ZwMsc/fP8fgPKoWyFn5BZnRcg5I6nnK9RVk4ouU7TcZ9dXGUOsDWMNnUyzkxni2WPGAfJZlx2DYVB5RG/pXQqtRywVImpuStkLnzUVhamTnjdeI+iexx+exBueYJTZ7IohBzmEUQGTlhCzVfvEGXJQuU/bb5NZEYtCsm67uMGAsLzDIDika41p54LDXHCUi2fZNIBiVqIeLtOYLNPMaizZsFIYUam0KQcjrPIeatb3SaYF3PEK3ngd5+gCbu8sxfzTeplR+QG7v/Y/QDhP70f/NU8yzVbpIb2Fn/Hm6Y84X4zZnJT43x9+iZ3eRVSyNKtxAtA4MsbRksS4U5mkMZxC8kXh8LaxuSSmPXIO5JgfVD7gh/Wf8MDdAWwMCpM3UPEiKlpDR+uoZHH2/k/P1+AAZ5XkzcxhJZPkCkAwEpqJZdiwJS/bFvOWRApBagybRNx0j7he3CO1ng9hX4RvT1ipbbJWe8RC+QmW1IRJiW77Mu7+W5wYnmElnzrZZWgeOH2uBo95p/whD4u3yawJwkhqySqN6DTj4ctsTRZIsXgNwX9JwGtYbDkD7jU/Jl34GfPVx5S80TPSnWuLYVzjQX+Rq6Mah4SM3MNPiZWxWEmWcScbXJ+s8JvxBn9fVdlyRzy0B3RyzVeiNd4QFQbK8EGYseuNGBYGDAp9EjfBsRJeX32H06079KM6P915jbupJLKPaGiLE1mTc9E6L4VnWc3nns2P3BhGypCYWdZIGn4qY/4PodidDg/z2nBKa9aUZCFzKSibqiVo2oaGCy1p4QqJcsYczX9Ab+FdHG9IMNzA7Z3D7p+mFC1imdn9geYxiptGc0do7qF4jMYDLmBx1lg0RMbA22a7cA9bS1bDFRrhClZcw5iZXFdAxdb4xR5e7TGT6n2OnDGZjPGKIc3KHqVZTyuYygIzbVNwJthSk2i4HUn2jk6z2nmDLw3eZClrodFsFh7zfvka3yvc4LG3w2nL5jVZ5oT0qHkxQbH7jFwB2HEDMVxm9OQ1uvsvMRo3MObFBukSKFqaJOjQCfY5CPbZLWzypLDNyB0+63M1uy0o6gA/L5LnZQbxAlG0QR6ehRm5smXKon/Euj1hwRiqmU0lLOONF8HYGDQTf0TiawaWwyMjuJULJrOsfEGCayAy8PRMHGDDSjlT7rG+sE2ldIdUD9gNl3g8XOfh4CSdqMnzBxo4NvNlj425IpeXq/z6qSavrFUpH7sFHuMY/59wTKSO8f87GGPYD/e52rnKtfY1rrWvcevoFqlOEQhear7EW4tv8dbiW7y+8DpFp/hXv+nfIPJ8xHB0nW7/Y2613+X20R12RxOy8RJuuMRisshKssCJdIGVdB7HPM2iaYTpImnPtkNSumxh8WBs88hqctf32SymeK09ztQ2OVNuc64QUZCgDWzGDneGc3zUucCj7iuoeAWMSwPBl5vX+P1X/jcYLDH8ya8zl1aoWPN4dgvfLuM9V0eWaYMy00Cwrwz7meEwN7O8iQGhMDLDKnRh7j5W6w6l+g4lf4DvxFjPreyjbJy4hTdcJxicxhuvIkfLDFKHPcZ0cwhTF50FiNkqfy5T+v4hqTvACwZYpX1Usc3E7zJyB/StkK6Cdj61z34K20hqWYVqNE9lvEY9rTNnGxb9mGq5jVvdxavs4rghIBHawp0sEfRP43XPIcYr2FGTgglmQqhPMw4DZegpzbbd5om3S7byAW7rCTeHS+xHNX57boevLNxBaYt/fv/3+Yutr4FQlKwhrga0T6wDQiFACOaN4HVh8xoWr2OzNMtG3HP3eK/8Ee8W73CHCJW30GkLncyhkiVM2oDZdWI2Ho7ImLcSLhvJm1Gdudymmxui2TAkwlC04JQtOOlYBDOb+q7JeCzH3PLbPPC7KPn53xtSKJrFQxbLOyxVdmgWDxECkriGal+mcvgGq0eX8XDQGHatkHtum08K9/modI22v42SKdJYVJNl6skaZyZnOZvNcSqrcjKroozFH5PwT0kYIqhbMYv+EfPeEHvWlFeKnNXqY0617tAstnGfOroxlaONkwpbozmuj2rsqIy+3WVidzGz11t5kSvxCV6KTrIRr1LIa1iqwLmsgWssbmQJmxMLDcROzCgYMfZHFBev8/rG9yh5Y3YHa3y08+sM4gaZiBk7bUKnQyIHzGuf09Eqr/Zf42SyTIsA7znDgVQbImPokvGxFfORzLmrbXaNoGQEK7lkRRmWlaCZ29SlpGELajbUbUHJjQlb1whbnzBqfYKxJ7jhEqJ9BdM7ixeu0Ega+DMDBI1hH8OWUTxE81hoHqM5QrOG5DQWVVJG7h6hdUigXBpxi1LUguxTYh4IqNjgeCPs0gFp+QkP7Yi2G+MXj1gp77FS3MOzP5V9ZspGGUFKziCsY3XPs9x5g3P9VxHG5sjucaN4l58V7vBx4S5994izvuIlx2KDEnUdgMwRbojnj5BSY7TF5PA84eMvMdy7TJ4Vp/PfmRqTZLnHUxmfxbQ+LAyO2Ctscr92k/3iDgOnN7Vjf379zYBlbLQKyLI6Ol5BRevodA6T1THKp+L1WAiOWHLGNEVGK7eZj8qIqEEWNkmEz9gTHNmGXa3ZUoqOZcgEuIAHxPAsGy6ABTtnuTxkqbZHs/gAlx6x8tgLF9kerbM9WiLKgxcO1JaSWsFhqRpwer7Iy8tV3jhR58xCmZL3/HPhGMc4xufhmEgd41caSis2R5vc7d3lbvcud3t3uXl0k3bUBsCzPC41L3Fl7gqvzb/GGwtv/NI2ydU6I4o26Y9u8aD9IVuHD+m1JyRDFxnNUYzmWEkXWE0XaOW1Z68zaHIGyOwQ1BGZatPWIVvk7FolNmWVh4HDjm8Y+SGVwi4nq5ucKHY47Sec9DT+TPXRSV3uDBf55Og89/beopossi4sLiBZERl102d5MsGv5/huATdcxtKfFjxrY9Cz+qWJNrR1xq5KGWQWRttIN8QudJDVXdzaNn59k6Cyh+tOkELzfDJQKBc7ruGGK9OaofEacrhMOKnRERE9lTHKJXHuwMwa2WAYu13GpV3SwgFp4ZCotMc4aDOQET1tGOoXM442UNUBlbRKdbJIaXiCRl5h3jY0/AluqY1bfYJXfYJb6CGMhRM3cCbz2ONl7OE63nADL27haf+FazHWMFLTbMK+HHHP2+aB3+bAG9Gxc0IdoNK5WYBVY77Q4TfXfsRXV9/BFhk/3X+ZH2y+zShcIlRlQiwQT+U+kotYXDQWrwqL1VmmbSgSPnb3eN/p8I6IaecVdNrCqNJzZz19ngsMgRWx6I55yU74iMLxyQAAIABJREFUQlphfbTAJLc5yjXD5/irLw0LtmTDlVRnMqERKZtWjzv+Ibe9LolwnhHG52GJnEahTat0wHxpj4XyHraVYYzADNcpdV5m7uALeONVNIY9K+SRe8T14DFXizfYDzZJZgYRjirQSFa4NL7MhWiD9bzKybxCdTYPezLmkTPkvtPnvtNnIjR7SY3tqMlEe1goFrwhi16fmj15Yc7ZImWjeY+1+kMahQ6u/WL9VqYc+lGFO6M6V8dVHuWC3GmD234WSAfK42SyzEayyka8wlI6zygpsj8p4CYFLD2T8HkjKue/w+rp7+E4MTv9E9w+uMLheImnb2YwJNaY0O4wdo6YWF0aaZFf77zNxfAcS6pKSUpKlsB57kSUMfTI2RMZD0TOY+CxlsQa7FwwryTzCpa0xZwlqVqCqmUIGlswd52wdZ24+hAjczAC2bkInct0e+dQkwXmdcA6Eve5se6geWQ0O0Kzi+YJmhiDj6Alcnyrj2FEoAWFtISfVBBZ4dm5SqAkoWhrjBszljkH/oRRZRdRekKj8pil8hNqQR/7OdmdMZBlAXIyR3l0knK4hhO1GOSSO6LHDXeXO/4me/4TNvyUDV+z7ipOuAZbuZjcxyAwIicfLzI5vEC4f5Ho6BQYGyEz/FIb3x8hrYw8t5lENfJJE6Oni0VaJhzW7rJVu8Ve6TGd4JDsmakMfPaWMEZi8hImbaKSeUzWQGd1dFbDF5qmFzIf9Fl0QhaMpmEsKqkPUZ1JXKOnGhzmVXYyzYHUdKVhIsGdyaDjZ3c42MKwUkhZLA1oFfcp2Ntok5Moj15cYy9c5mAyR5i9SLAALCmp+g5zZY+VesDpuSIXFsucXSizUgtoFN1fCQXHMY7x14ljInWMXwmkKmVnvMPWcIvN4SYPBw+5073D/f59EjUVPFjCYqO6wfnGea60rvDK/Cucq5/7pXLYM8aQZUcMBw/Z27vL4cET+kc9kr5GhkWKcZNa2mQha1HQLxYNx1ZCFKSoAqSeQxQ/YFso7inBg3bKtpNz5CoSb4J0O1juIQvFfZYKXRZdxZqjWXM1dXt6L2sD+5Mq+901xOErVAYvs5g3WTCSkgGLHKTAx8bmRX195nfI7JBoUqdrMjomoUOIshICqXCDIU7xCLtwhFvexyl1cPwhQr4o7xLKwY7ruJNFvNEa7ngZEy6Qj+eZJAXaRtFRMFaGVExI7AmRM2LijgjdHpOgTRR0mPhHjJ0RY5HyWd83CVSxqOkClbRGKZqjOF6hFM3RsAz1IMQrHuKUDnArh3ilIxzlY0d15HgZO1zBCZdwoxZuWsNThWeSK5gGrU8J0w5jrnv7PHR7HFgRPcswNg6JKqOzOiavwPPXUqT4/i6vzn/CF+dvcbm+Q64lce5RciP+9ebX+Na932NBF9nA4jSaC0JwznxqLDAg55pI+NDARxgeoJ8FUcgY0FhGUnZiloIup90h53BYHc9TGS+iU4+hgp4yn9ahMQ1q5x3JkjO1mxdAX2Q8tntcLzziZ5WrPPYfkjijT6+1sQjyKjUTMGdZnPByThWGrJQ62NYsixPOU+5epnB0iUL3AiNts233eeDtcTt4zI3CHXreHkpOSUwhL/JSeJFz0Tk24hXWswbLeQlndh2HImXLGfLIGfDAGdCTyc8FrtN7DwZ5gd2kxkFSRSNxRE7LHTHnjqjbIfbzmU/AtWKWKlus1DZpFQ8puGM+60CtjeAoKfJwUuZJ7HKQSQY6py/HxPJTWVmgfFbSOWppCz9uEEzmKI+XqOsCixvvUD/zfWxvzGi4xJODSzzqnWIgrBfqrGBKrjIZEdl9JlaflJBLvQu8MXiF+ayOQOIKQUkKipagKMF6Ltg1GAYo9kXOHoaOhlALMgUih2IuWBGSuqMoNh/itO6hm3dJag8w9qyXVFzh6vZXubv/BjqaYx2bUwhOC8GCsSjxolyuazS7YkqudjEMjEYLwOQIMcE3CWUlCHIfOyuAerE2tSChKAWWhERqRv4IVdnGrj2mWHtMubyD5/eQUiPFi7GKyH2cuIkV1wkzj47S7OqMx2LEvuwRWJolC1YLKcteStWaOj2qzCfcv8jk8Dxx9xRxfw1mMkC3vIdX28Yt7+MFQxwrxaRl4rDJZNwkjav0lObA6dMu7NIpbdEp7hA54XP3ikQaiRLqRbngbK4aVcJkVUxeRufTvdQOgTTUnZQ5N2bRzliUmoaBkrIhLTJKKuwlNR7FDXayMkfaJxUCDWTi0+pJAFso5r0h84U2taCNbaUYI0i0yzgt0YlaHE5apPrF8RBoDGLarNgRlF1BLbBoBZKFosVy2WauYFEPJHXfwrd/Mdl6882/Mv48xjF+qXFMpI7xSwGlFe2ozX64z/5kn4PwgO3RNlvDLbZGW+yFe2jz6VdA3atzrnGOc/VznK+f51z9HKdrp/9GzSGM0uTjiBvf/VPipEeUhqRJhklAJA5OUqCYVihnVSqq/HOvj2RMzx0wcmMGlqArHA51wL1JyG05pm+NyeUE7BHS6SOcHrbTpxYc0fJCGpZhztYsOIYF2zAvbdysjJWVsNIK+WgeOVwnGK8RJC28rIiFRMLPrSoqFKGMGLpdBn6bNDjAazzEbdwnsydE/XVUXMH2h9j+ANsfIp+rRXgKmflYaRUnauGEi4jJPHrSII4q9BOfbm5o2wN6csLYSgjlhNgJiZwxE2dE5IyInSGRE6KF/rn3dzBUpKBiXEo6oJSVKcYNgqhFMa1SVgWqjsIr9HCCHq4b46Cx8gAraeIkDby0jpdWcLIynirgmhezKgrNEyIeiJAtGXEgYtoypSNzekIzNg6ZDlB5+VldxKfQCHuEdLoIp4ewQ0DRsHLOFULOlPqcKO+SK59Rf4P9w5dJxyssGJuzQrKuCyyZT+d0guEeilsobqK4JQfs2j2EHWMJTVFI5p2URStnSRiWsiKtsEU5buJmHqmGoTKM1IsBVVFCwxI0bDmVfElD1wp57Bzw2D1iz4kZ4JI/N00cK6Hmjqi5I5TbZuJ26FoDDkzCXiYZP5f5s4ygpUs00zkKWQWMRWjF7Dtt+s4RRiiaeZWldI4T8TprySonkiVWsxaN54hriuLAnrBtj9ixx+zYIwYy/Vzi9JchN5KjtEQ7LdPJyihjAYaKHVG3Q6pORNmK8GT+QsZKipx60KVROGCxsku90KH4nLmJMbzw81EmeZIEHMVFRnHAkYJ9ItpyzHMKUjzl0siqvBEYrtR7zBdHGCPod9foHZ6j377IMGqSuCmpnZI4CamdwnMBuEGTyDEVDOeiec6M1yknNUIlSLVBAZ6EQAoKUlCQEEgIxLQn2/NI0fTRDA2EGhINwmhK7hC/vI9V3cTUH5I27jIWOTe6F7jWvsgnnUuMshJl4JxQvGrlnEQyZ1wqxqJsHKrGfmEhAiDC0EbTxtA2mrExpFqDznGMxtJgaQm584zMPIXN7DykwJIaHfQQ5X2syi5ueQe3tI92JggrQ7oTcCZ8FkY5pJlPmFsMNYxMTiQybGNRMDYVKSgLkNEcUecscW+DuLdGPvm0CbvlDXAr+7jlgynBKh/glA6wnAkmLaOiGv2oxHZqcagMHRKOrJAjp0/ojF84Hke5WNrGALlUKJGD/PkaQ2MEqACtihhVBBUgtYMtJL7QVG1F1c6oW5qmNLSMhciqdKMG+3GTw6ROJysxygtMtIP6zIKZJRQ1Z0jVH1B0QiypMEaQGZs49xmlJQZphVT9vA27RIEAbaY1k64FniMIHAgcQcmTlDzBwqlVqiWXQuBQDGwKgcPfX5//ufc7xjF+WfE3QqSEEL8D/E9MFSr/yBjz3/+ivz0mUr+6UFrRT/r04h69pEc37tKNu/TiT38+nByyH+7TiToo8+IXRdkps15ZZ72yzonKCdbL0/2Jyom/NnmeURodK0yco2OFjjOiUZ/R4JBw3Ccej8miGD1RiEhiJQ5u6hFkAYH6bBA9hUbTs4f07SFDe8TAjujKhAOj2NWGPXI6MmZkj8CeIKwJljWi6A6ouWPmhEMLn6bxpw1edUDDFKjqgIL2sbMSVlZGpmVkWsJKqjhZGWlsjEzRdoS2Y7QdoeyI1BmSOANSd0Ruh+TOGOVMMHaEsWKwE6QTIZzomWX4zyH3MGkJlRbJ0oA485nkFuPcZphb9HNJN5cMRMZEJsQyJrFiYnuaVdKfExQ8hW0EJWFREoKSEBSNQ6AKFLIyflrFT0sU8iLFtIqXlrGlxBEGG4mHhW8cCsYj0AVc5eNqDxebHMGRSGjLmCOZ0BUJfZnTI6OHZohmCIyNIDI2qXHItY9WAXxmhf3pyGKNEPYYaYUIawIyAWEQ2kEoD1RAUQcsC4s5YVM3NlXtUVY+Ze0xh8USkkUE9nPBZY5hS6Q8lhMeWWM2rSH77hFDr41rR3hpiROTE6wn89SzgFru4SkXywiUgUhDqA3ZZ4bPE1CxxLOtJEFZOV0r4tCesO+M6FgRkT1CFnbw/TZFZ0JNGiqWpmRrAneC5Q/ADV94b2cyhzteRYcLjCd1NlO4KXps+3v07B6RNUELQyJS8s+Mv2UkjbxKK6vRzKebq3yMccixiZCEYtozzMKbtRD+NwNtBP08oJcV6WVFhnnhmQOdI3LKdkTJSihYKYXZ3hWfEiwpFGVvgOWEYCcslvZZKe3R8Psv1vY9h8zAUS44zCTdzKGXOvRyi74S9LQmcBLeKORcDhQrM/v2sRI8iT0OwjJH4wbRqEUeNXF1gDQ2AmcqRRMWCAsjLJCaBe2zrsqsZgXmswpkLuFsfgyUZqwNwgh8KQgk+FLgiynp8iT4Yvpvrvj8a56jSUWKtmOMHRI5ER2h2M09NpMKh3lAiCHEIK0JDXfIkqVYRDCnJA3t4WYBRvs42iEQFmXkC1m0Z2OFoaM1h9ow0GZKELVBaVBGoPR0PD8LwVT25kvw7JRCqYNTPsAq9LC9IbYXYjsTlDcg9wYod4B2os89X2MgVRaJliRaYrICIq4g4xpEdfJJE5VU0VmAznxU7iGtDOlMsGb3jlvoYRd6WN4I2xuRuyPaJuEgdeikLt3MpqsEPa0YkKM/8xyWWuLqaY8sjETNGgRrmWNEjpEpv0hxZ4wA7WOUjzAOQrtIY2FjYSOwhcQ2AmE8jPJReYk0qzBJGkRpHa0LGO2Bsfm0J52iaE/wnQRHTpuyg0AZSaYdktwjUj7afN5zFCQaKdXsdQAWtmXjOzaBa1HybEqeTSVwqAUujaJDo+gyV/aZK7tUfIeCa1NwLQquReBaFFz7uIHxMf6t4N86kRJCWMBd4LeAHeB94D81xtz8vL8/JlJ//ch1TqKS6ZYnxComVemn+/zT3xOVEOURYRYyTseMs/Gn+2zMKB298H+Gz583Na9G3a8zH8yzUFxgobDAYnGRxeIiC4UFFoIFKlYJ1JTcGGUgn+5NPrXtNkqTZxlpEpOkIUkSkcQTkjQhjWLyJCNPcnSaYzINmUHkIHKBVGApiaUsHG3jKBtf+bjmr85oJSJjbIWM5ITQmhBZEakVk8qEVGRkIiOTGbnIAYWQGQVpEWDjGhvXTN2zHCOnX1oIrNkmEUgxXcG3EEhhUFaCtlJyK0ZZyez3BC2n/66f/m4lIDOwMrBSpJX9YiL0wvhLYmURK4tISSItCJUk1IKxEow1jLVhYBRDFEMtnjXn/IUwAle7+NrFNw6BsfCxCGabZyxc7WFrFzsvY6dlnLSMndQgL6FVAY1ECY2SaroJRSYViYAITSQMEZrQGBIgRpAZi4zpiqkyFtrYaO3Oahk+r3BaTzehQSgQKULkWCInEOADHhLfTI/ZNxa+sfGMg2ccitiUmPZ+KSMozfbPb4XPSZfkaIYipStS2iKhTcIROT2jGJscbQSNvMhiXmJeedhWRmKPSNGoLEClhVkg8yJsYfCFIJCCohR40uBKhWVnCHeC9kYov4/2e2i/C34X4URIOwI7AmeCcUL0TML1PIRykUkVEdfI4ypZUiFOiiRJiSwpgZoGZCUTUFIFyqpASRUpan+W95xNDQwDa8xj94AnzhH/L3v3HSdXWfZ//HNN276btgnpBUJCCCSBQJAmIAgKyCNFAUFFffBBqoANCwiKoIAoKoI0C0V6kyL8pEtJAoSSAiEBEtLLZnuZmev3x5xNliWb3U1m9+zsft+v1+yccs851+w5M3Ouc9/nPssSa1kRX8faWAUVsUqqY1XUR2pJRdruIj2aThBL5xH1OFGPEfU4EY9nxtPBc/CIeIyIR4kQxTyaGQ7GIx5Max4mQsqN6mQ+lakCqpL5VCULqEklNt67BzIHfnmRJvIiyeDRRCKSJGYpmtJR1ieLqGzKpzhRw8CCtYwoWsmwopVsV7iKQYVrKc2rJD/WQGRzJxQ809V/RcpYnzLq0pkEuDDilEWhX2zTZ7oxnekgZXUywoaUUdnykTZSyRgE1wHF0wniniCRSlCYzqcwXUBxupCSVAFlqUKKkiUkGkuIJguwZB7pVIJkMkYqFSedylzjmB8x8szIM0hEIGFGwjJJSvwT0z5Z07U5zUlWHWkarbn2pYlIJEnM0sTIfB9mkoZg26WjRD3TE2UMI9Hieq2UOw1pqE9nmqo2BON17tSnod4znaY0+cdrZY1M0lgUzdTWFcYbKSjYQH5+NbFEDZFEDelENel4NcngORWvJtlinGjb++zGzZuO4Mn8TKKVTOCpBOlUgnQqTtojmy5uMoIqzkyteANOg6eotxR1pKglSbWnqfY0lZ6iOvj/NVmSRlIkCZJLIJUGgtsbpIlmrtEC0hiO46RxS2U649hMzf9m34cbpBNYOgEeh3QMCz5PeBQ8EjxHM70TpqO4x0h75vs47XmQjuPpBASfTfdYpqzH8HSClGdODuCRTO+KwcNpuewIUUsTi6SJWIoIacycSPCIRiBqEaKRCPFojHgsQiIWJxGLkRePkxeLkYjGiMfi5MWj5Mdi5Mcj5Mej5McjFCSiFMRj5MczSVpRXpCoxTOJWzwaIRoxYlHLPEeC8Yh97FnXkvVeYSRSnwIucvdDg/EfAbj7rzZXvqclUrfNu40PKj/IfPm4b0wUmodbTm/9PPHD4QysLMFxauqT1DdlOlNueS2q+WauTfVPjrtnzsS1vGg8uDQ5cybKDTPHNt42cRPz5rNImb8GlMecwnQepfXlG6fFbNMrk4n1VI14Loitxb5gsDpWweqgi2Baz9+4os3tPx9fzsb33vrg/2Pjrdq/47htujT7E8u3FsNk/kMt48msy4P/1aZpzeOZZ4IyfGxac1v8SDDePN1wIpaZHs3yd2eTZx6Nads43ORGY3Dw1Txcn7bgoMEyBxW+aXzjvHSUhmScdDoRnJmMY+kYBMMEBy6ZH8koeGLjD5+n47jHgx/GOGmPkQoe6aBs839uYrqAz6bLMCdo0mMb972IZ8aap7acG2HTHprp/K15fnNZI9+NslRk0/Tg/21krvOJkKlLimBEreX4pukR2zSteXpnf/SaPE0T3uI506NaU/B/b0gTnMHOdPHeuLmPw2bEyBycxo3M2eKI43kVeNEqIqVLifZ/n1jRGmL5FcQKNhCJNbKpzVjrL45W3Ig0FmVqM5sKiSaLiDQVEW0qIt7Qn1hDP2IN/Yk1lBFr6EckWbjZjiQAkqSojtZSHa2lKlpDdaR5ODO+PlrJ+mgN62M1VESrqYrWZa6x2JjIRAALvpua94RMxyVYGrc0aUvjpImn84inC0lFGkhZkpQ1bXpEmkhbE2lru8Zzi9wypzM8snEfs+CA0JNlpBsGkQo6BkglS0gni0mnikkni3Fv71rM5mQ98zBSWCSJWZKIBQeBliZqKSKWIhpJBdNSWIvx/Gg92xWuozy/koF5lQzMr2JgXhUl8Tryoq2vENykKZ25kXWjG0mHZIvvjxQE0zLD6eC72Mkcy6eDYfMokXSM6oYCXls5ivymYoqaSihIFlPQVExespB4Ko9EKp9YKo/CVD6Fnkd+Oo88YsSMjQ8MUhFIRzKf2+bpUcvcoCBBJhnLA/LJPMc724ZzCzK/yx//1fjYcIv33fx/aHUlU/Cds+l7ySNNWKwOD1oAEM88p6N1pIJpH3tEGzOtBqKNeLSRdKTVc7QRIm1v062Sjgbf58E3nkcy+33w3HK6u4Fb0JW9tZiWGa/zNPWeznQas/EX1DPDvuk0asvn1tPWFC7LXCPmm5//sefNlrGN2yf4hd74Hdj8G4TbpnkfG8+8JvPemoeD5fim4SfWDqYymdj4P9hYhk2/VxsDMuOT5y83883pkY/P94171KapvukXL7N4z3y32aZYzZo+kfzGPLFpfuv1tpoWsTTFibpPTM98A0fAixhUv2cmxi18/Ayn0UupTY/85LzghQOLEowrL2rxmub38MnYNvcbbAZFiRjnHzqh7UBC0NFEKpt9YA4HlrQYXwrMaBXUqcCpwWi1mS3I4vp7skHAmrCDkKzQtgwsBh4NO4hto23ZO2g7ZtXMMFeubdl7aFv2eH/tSKFu247f646VdM7ojhTq1psJuPv1wPXduc6ewMxmdSSrlZ5P27L30LbsHbQdew9ty95D27J30HZsX/au7IWPgJZ1fyOCaSIiIiIiIr1KNhOpmcB4MxtrZgngeODBLC5fRERERESkR8ha0z53T5rZGcDjZK7rvsnd387W8nNcn2vO2ItpW/Ye2pa9g7Zj76Ft2XtoW/YO2o7tCO2GvCIiIiIiIrkqm037RERERERE+gQlUiIiIiIiIp2kRCqLzOwwM1tgZgvN7IebmZ9nZv8M5r9sZmO6P0rpiA5sy6+b2Wozez14fCuMOGXLzOwmM1tlZm+1Md/M7PfBdn7DzHbr7hilfR3YjgeY2YYWn8efdXeM0jFmNtLMnjKzuWb2tpmdvZky+lz2cB3cjvpc5gAzyzezV8xsTrAtf76ZMjp+bYMSqSwxsyjwR+BzwCTgBDOb1KrYN4H17r4D8Fvg8u6NUjqig9sS4J/uPjV43NCtQUpH3QIctoX5nwPGB49TgWu7ISbpvFvY8nYEeK7F5/HibohJtk4SOM/dJwF7Aadv5vtVn8ueryPbEfS5zAUNwEHuPgWYChxmZnu1KqPj1zYokcqePYGF7r7I3RuBO4CjWpU5ik23kr4b+IyZWTfGKB3TkW0pOcDdnwXWbaHIUcDfPOMloJ+ZDe2e6KSjOrAdJUe4+3J3fzUYrgLmAcNbFdPnsofr4HaUHBB8zqqD0XjwaN0TnY5f26BEKnuGA0tajC/lk18qG8u4exLYAAzsluikMzqyLQGOCZqd3G1mIzczX3q+jm5r6fk+FTRNedTMdg47GGlf0DxoGvByq1n6XOaQLWxH0OcyJ5hZ1MxeB1YBT7h7m59JHb9+nBIpka3zEDDG3XcFnmDTmRoR6X6vAqODpinXAPeHHI+0w8yKgXuAc9y9Mux4ZOu0sx31ucwR7p5y96nACGBPM5scdky5QolU9nwEtKyVGBFM22wZM4sBZcDabolOOqPdbenua929IRi9Adi9m2KT7OrI51Z6OHevbG6a4u6PAHEzGxRyWNIGM4uTOfi+1d3v3UwRfS5zQHvbUZ/L3OPuFcBTfPKaVB2/tkGJVPbMBMab2VgzSwDHAw+2KvMg8LVg+FjgP647IvdE7W7LVu31v0CmfbjkngeBrwa9hO0FbHD35WEHJZ1jZts1t9c3sz3J/LbpR74HCrbTjcA8d7+qjWL6XPZwHdmO+lzmBjMrN7N+wXABcAgwv1UxHb+2IRZ2AL2FuyfN7AzgcSAK3OTub5vZxcAsd3+QzJfO381sIZkLp48PL2JpSwe35Vlm9gUyPRetA74eWsDSJjO7HTgAGGRmS4ELyVxIi7v/GXgE+DywEKgFTgknUtmSDmzHY4HTzCwJ1AHH60e+x9oHOBl4M7gmA+ACYBToc5lDOrId9bnMDUOBvwY9FkeAO939YR2/doxpnxYREREREekcNe0TERERERHpJCVSIiIiIiIinaRESkREREREpJOUSImIiIiIiHSSEikREREREZFOUiIlIiIiIiLSSUqkREREREREOkmJlIiIiIiISCcpkRIREREREekkJVIiIiIiIiKdpERKRERERESkk5RIiYiIiIiIdJISKRGRXsLMLjCzG8KOo6PM7Gkz+1a2y3Zi/X82s59mc5ldxczeN7ODw45DREQ2iYUdgIiIZIe7Xxp2DLnE3f+vo2XN7BZgqbv/pOsiEhGRXKIaKRERkS5mZjpxKSLSyyiREhHJQWb2AzP7yMyqzGyBmX3GzC4ys3+0KPNVM/vAzNaa2U9bNg8Lyt5lZv8IlvGmme1oZj8ys1VmtsTMPttiWaeY2byg7CIz+3YHYuxvZg+b2WozWx8Mj2ij7NfN7AUz+4OZbTCz+Wb2mVbFRgdlqszs32Y2qMXr7zKzFcFrnzWznTsQ3y1m9otg+AAzW2pm5wXvf7mZnRLMOxX4CvB9M6s2s4eC6cPM7J7g/S02s7NaLPsiM7s7+P9WAheYWZ2ZDWhRZpqZrTGzuJltb2b/CbbVGjO71cz6tfceREQkPEqkRERyjJlNAM4A9nD3EuBQ4P1WZSYBfyKTAAwFyoDhrRZ1JPB3oD/wGvA4md+F4cDFwHUtyq4CjgBKgVOA35rZbu2EGgFuBkYDo4A64A9bKD8DeA8YBFwI3Nsy8QBODNY9GEgA57eY9ygwPpj3KnBrO7FtznZs+j99E/ijmfV39+uD5f3a3Yvd/UgziwAPAXOC8p8BzjGzQ1ss7yjgbqAf8BvgReCYVu/nbndvAgz4FTAM2AkYCVy0Fe9BRES6iRIpEZHckwLygElmFnf39939vVZljgUecvfn3b0R+Bngrco85+6Pu3sSuAsoBy4LDuzvAMY014q4+7/c/T3PeAb4N7DfloJ097Xufo+717p7FfBL4NNbeMkq4Gp3b3L3fwILgMNbzL/Z3d9x9zrgTmBqi3Xd5O5V7t5AJgGZYma6uGhBAAAgAElEQVRlW4pvM5qAi4P1PwJUAxPaKLsHUO7uF7t7o7svAv4CHN+izIvufr+7p4OYbwNOADAzC8reFsS/0N2fcPcGd18NXMWW/1ciIhIyJVIiIjnG3RcC55BJGFaZ2R1mNqxVsWHAkhavqQXWtiqzssVwHbDG3VMtxgGKAczsc2b2kpmtM7MK4PNkao7aZGaFZnZd0LywEngW6Gdm0TZe8pG7t0z2PgjeR7MVLYZrW8QWNbPLzOy9YD3vB2W2GN9mrA2Syk+sYzNGA8PMrKL5AVwADGlRZkmr19wDfMrMhgL7A2ngueA9DAm240fBe/jHVsQvIiLdSImUiEgOcvfb3H1fMgf0DlzeqshyYOP1SGZWAAzcmnWZWR6ZJOAKYIi79wMeIdMcbUvOI1OjM8PdS8kkD2zhdcODmppmo4BlHQjxRDLN6A4m0zRvTDvr2Rqta/OWAIvdvV+LR4m7f76t17j7ejI1eV8OYr6jReJ4aVB+l+B/dVKW4xcRkSxTIiUikmPMbIKZHRQkOPVkao/SrYrdDRxpZnubWYJM7dXWHpgnyDQlXA0kzexzwGe3/BIASoLYKoJrnS5sp/xg4Kyg84XjyFwr9EgH19NApsatkExSkm0rgXEtxl8BqizT6UdBUCs22cz2aGc5twFfJdP08rYW00vINCXcYGbDge9lMXYREekCSqRERHJPHnAZsIZMc7fBwI9aFnD3t4EzyVzrtJzMQfoqMglHpwTXN51F5rqk9WRqUx7swEuvBgqCOF8CHmun/MtkOoxYQ+Z6qmPdvXVzxM35G5lmgB8Bc4N1ZduNZK5JqzCz+4MmkEeQuU5rcRDzDWRqxLbkQTLvcYW7z2kx/efAbsAG4F/AvVmOX0REssw+3hxdRER6IzMrBiqA8e6+OOx4WjOzrwPfCporioiI9HiqkRIR6aXM7Migw4ciMtc3vUmrbtJFRERk62Q1kbLMzR7fNLPXzWxWNpctIiKddhSZzhqWkWlOdrxnuRmCmV0Q3KS29ePRbK5na5nZ223E95WwY9saZvZoG+/H25h+Qdgxi4j0Vllt2mdm7wPT3X1N1hYqIiIiIiLSw6hpn4iIiIiISCdlu0ZqMZkenRy4zt2vbzX/VOBUgKKiot0nTpyYtXWLiIiIiIhsq9mzZ69x9/L2ymU7kRru7h+Z2WDgCeBMd392c2WnT5/us2bpMioREREREek5zGy2u09vr1xWm/a5+0fB8yrgPmDPbC5fRERERESkJ8haImVmRWZW0jxM5q73b2Vr+SIiIiIiIj1FLIvLGgLcZ2bNy73N3du7i72IiIiIiEjOyVoi5e6LgCnZWp6IiIh0nrvTlHLqkykak2lK8+MkYuqkV0Qk27JZIyUiIiLdyN15b3U1Ty9YzdvLKnl3VRULV1VT35T+WLn+hXGGlOazy/Aydh/dnz3GDmDcoCKCViQiIrIVlEiJiIjkmA/W1nDryx/y6FvLWbKuDoChZfmMH1LCiXsOZGBxgrxYhFjE2FCXZFVVPR9V1PHkvJXcNXspADsOKeaoqcM5auowRvQvDPPtiIjkJCVSIiIiOeK/763hL88u4ul3VhM1Y/8dy/n2/ttz4MTBDO9X0O7r3Z1Fa2r478I1PPD6Mn7z+AKu/PcCDt91GKcfuD0TtyvthnchItI7ZPU+Up2h+0iJiIh0zNxllVz22HyefWc15SV5nLjnKE6cMYohpfnbtNwl62q59eUP+fuL71PTmOKzk4bw48N3YvTAouwELiKSgzp6HyklUiIiIj1UVX0Tv3p0Pre/8iGl+XHOOHAHTv7UaPLj0ayuZ0NtEzf/dzF/eXYRTWnntE9vz2kHbJ/19YiI5AIlUiIiIjnsmXdW86N73mBFZT2n7DOWsw4aT1lhvEvXubKynl/8ax4PzVnGmIGFXH38NKaO7Nel6xQR6Wk6mkipP1QREZEepDGZ5mcPvMXXbnqFwrwY95y2Nz89YlKXJ1EAQ0rzueaEadz6rRk0JtMce+1/+dPTC0mlwznpKiLSkymREhER6SGWVdTxpete5G8vfsC39h3Lw2fuy7RR/bs9jn12GMSjZ+/PoTtvx68fW8DXbnqF9TWN3R6HiEhPpkRKRESkB3h50VqOuOZ5Fq6q5tqv7MZPjpgU6jVKZYVx/nDiNC4/ZhdeWbyO//nTCyxcVRVaPCIiPY0SKRERkZA9NGcZJ9/4Cv0K4zxwxj58bpehYYcEgJnx5T1GcfupM6hpSPLFP/6XZ95ZHXZYIiI9ghIpERGRkLg7f3l2EWfe/hpTRpZx72l7s315cdhhfcLuowfwwBn7Mrx/Ad+8ZSYPzlkWdkgiIqFTIiUiIhICd+fXjy/gl4/M4/BdhvL3b86gX2Ei7LDaNLxfAXf+36fYbXR/zr7jNW59+YOwQxIRCZUSKRERkW7m7lz6yDyuffo9TpwximtOmJYT92wqzY/zt2/syYETBvPj+97i+mffCzskEZHQKJESERHpRu7OxQ/P5S/PLeZrnxrNL/9nMpGIhR1Wh+XHo1x38u4csetQLn1kPjc+vzjskEREQhELOwAREZG+5LLH5nPzC+/zjX3G8tMjdsIsd5KoZvFohKu/PJVU2rnk4bkkYhFO3mt02GGJiHQr1UiJiIh0k2uffo/rnlnEyXuNztkkqlksGuF3x0/j4J0G89P73+KuWUvCDklEpFspkRIREekGt738IZc/Np+jpg7j51/YOaeTqGaJWIQ/fmU39hs/iB/e+yb/mb8y7JBERLqNEikREZEu9u+3V/Dj+9/koImDueK4KTl1TVR78mJRrj1pd3YaWsLpt77G60sqwg5JRKRbKJESERHpQnOWVHDWHa+x64h+/PHE3YhHe99Pb3FejJu/viflJXl845aZLF5TE3ZIIiJdLqvf5mYWNbPXzOzhbC5XREQkFy1ZV8s3/zqLQcV53PDV6RQken4X51urvCSPv35jTwC++deZbKhrCjkiEZGule3TYmcD87K8TBERkZxTVd/EN26ZSWMyxS2n7EF5SV7YIXW5sYOKuPYru7FkXS1n3f4aqbSHHZKISJfJWiJlZiOAw4EbsrVMERGRXJROO+feOYdFa2r480m7s8PgkrBD6jYzxg3kkqMm88w7q/nVIzq3KiK9VzZrpK4Gvg+k2ypgZqea2Swzm7V69eosrlpERKTn+P1/3uWJuSv5yeE7sfcOg8IOp9sdv+covr73GG54frG6RReRXisriZSZHQGscvfZWyrn7te7+3R3n15eXp6NVYuIiPQoT8xdydVPvsvRuw3n63uPCTuc0Pzk8J3Yb/wgfnzfW8z+YF3Y4YiIZF22aqT2Ab5gZu8DdwAHmdk/srRsERGRnLBwVTXf/efr7DK8jEu/uEuvuFfU1opFI/zhhN0Y3r+Ab//9VVZV1ocdkohIVmUlkXL3H7n7CHcfAxwP/MfdT8rGskVERHJBVX0Tp/59FnmxCNedvDv58d7bQ19HlRXGue7k3alpSHLm7a+RTLXZ+l9EJOf0vptZiIiIdDN35wf3vMEHa2v541d2Y1i/grBD6jF2HFLCL784mZcXr+OqJ94JOxwRkazJeiLl7k+7+xHZXq6IiEhP9Y+XPuCRN1fwvUMnsNe4gWGH0+McvdsITthzJH96+j3+37yVYYcjIpIVqpESERHZBm99tIFLHp7HARPKOXW/cWGH02NdeOTOTBpayrl3zmHJutqwwxER2WZKpERERLZSVX0Tp9/2KgOKElz1palEIn23c4n25MejXHvSbqTTzum3vUpDMhV2SCIi20SJlIiIyFZwd35075ssXV/HNSdOY0BRIuyQerzRA4v4zXG78sbSDVz5b10vJSK5TYmUiIjIVrjtlQ95+I3lnHvIjuwxZkDY4eSMwyYP5SszRnH9s4t47t3VYYcjIrLVlEiJiIh00qLV1Vzy8Fz2Gz+I0z69fdjh5JyfHD6JHQYXc96dc1hX0xh2OCIiW0WJlIiISCckU2nOu2sOebEoVxw3RddFbYWCRJTfHz+Nitomvn/3G7h72CGJiHSaEikREZFOuO7ZRbz2YQWX/M9khpTmhx1Ozpo0rJTvHzaBJ+et5NaXPww7HBGRTlMiJSIi0kFzl1Vy9ZPvcPiuQ/nClGFhh5PzvrHPWPbfsZxf/Gsu766sCjscEZFOUSIlIiLSAQ3JFOfe+Tr9ChP84qjJYYfTK0QixhXH7UpRIsZZd7yuLtFFJKcokRIREemA3z7xLvNXVHH5MbvQX12dZ83gknx+c9yuzFteya8fWxB2OCIiHaZESkREpB2zP1jH9c++x/F7jOSgiUPCDqfXOWjiEL72qdHc+Pxi/rtwTdjhiIh0iBIpERGRLahpSHLunXMY1q+AnxwxKexweq0ffm4nxg0q4nt3v0FlfVPY4YiItEuJlIiIyBb86tF5fLiuliuOm0JxXizscHqtgkSUK780heUb6rjkoblhhyMi0i4lUiIiIm149p3V/OOlD/nmPmPZa9zAsMPp9aaN6s93DtiBu2Yv5cm5K8MOR0Rki5RIiYiIbMaG4GaxOwwu5vxDJ4QdTp9x1mfGM2loKT+8903W1TSGHY6ISJuUSImIiGzGRQ+9zerqBq760hTy49Gww+kzErEIV315ChvqGvnJ/W/i7mGHJCKyWWrsLSIivd+smztV/NGledz3Whln71TDriP6dVFQ0paJ25Xy3UN25NePLeDBOcs4aurwsEMSEfkE1UiJiIi0sLreuODVEnbp38QZO9WEHU6f9e39t2e3Uf346f1vsWJDfdjhiIh8ghIpERGRgDv8aHYpNUnjqj0qietXMjTRiHHll6bSlHJ+cM8bauInIj1O1n4izCzfzF4xszlm9raZ/TxbyxYREekOd32Qz5PL8/j+5GrGl6bCDqfPGzuoiB99fiLPvLOa219ZEnY4IiIfk81rpBqAg9y92sziwPNm9qi7v5TFdYiIiHSJpTURLn69mD0HNfKN8XVhh9Pp67o+Zvop2YsjZCfNGM2/317JL/41l313GMSogYVhhyQiAmSxRsozqoPRePBQPbyIiPR4aYfvzSrFgSv3qCRiYUckzSIR49fH7krUjPPvmkM6rUMLEekZstr628yiZvY6sAp4wt1fbjX/VDObZWazVq9enc1Vi4iIbLW/LizgxdUJfjqlmpFF6bDDkVaG9Svgwi/szCvvr+OmFxaHHY6ICJDlRMrdU+4+FRgB7Glmk1vNv97dp7v79PLy8myuWkREZKssrIxy2ZvFHLRdA18eo97heqpjdhvOwTsN5jePL2Dhqur2XyAi0sW6pD8id68AngIO64rli4iIZEMyDefNLKUg5ly2exWmJn09lplx6dG7UJCIct5dc0imVHMoIuHKZq995WbWLxguAA4B5mdr+SIiItl27YJC5qyP84tpVQwu0IF5Tze4JJ9f/M9k5iyp4LpnF4Udjoj0cdnstW8o8Fczi5JJ0O5094ezuHwREZGseWt9jN/NLeLIkfUcMbKh7YLqPa9HOWLXYTz61gqufvIdDpo4mJ2GloYdkoj0Udnste8Nd5/m7ru6+2R3vzhbyxYREcmm+hScO7OUAXlpLplWFXY40kmXHDWZsoIE5945h8akahJFJBy6Z7uIiPQ5v327iHcqY1y+exX9EupOO9cMKErwq6N3Yd7ySq75z7thhyMifZQSKRER6VNeWR3n+ncKOWFsHQcObQw7HNlKh0wawjG7jeBPT7/HnCUVYYcjIn2QEikREekzapLG+bNKGVGU5se7qgvtXPezIycxuCSP8+6aQ31TKuxwRKSPUSIlIiJ9xi/fKGZJTYQrp1dSHFeTvlxXVhDn8mN2ZeGqaq7894KwwxGRPkaJlIiI9AlPLU9w26IC/nfHWvYsbwo7HMmS/Xcs5yszRnHD84t5ZfG6sMMRkT4km92fi4iI9EgVjcYPZpewY2mSc3eu6b4Vb0vX6dJhF3x+J559dzXn3zWHR8/ej6I8Hd6ISNdTjZSIiPR6P3uthHUNEa7ao5L8aNjRSLYV5cW44tgpLFlfy2WPzg87HBHpI3TKRkREcsNW1u78a2keDy4p49xJ1Uzun8xyUNJTzBg3kG/sM5Ybn1/MZ3cewn7jy8MOSUR6OSVSIiLSa62oi3DB7BKm9G/iOxNrww6n+2xLk8Lpp2Qvjm72vUMn8NSCVXz/7jd4/Lv7U5ofDzskEenF1LRPRER6JXf43qwSGtLGb/esJKZfvF4vPx7lyuOmsLKynksemht2OCLSy6lGSkREOidHajv+/l4Bz63M45JpVYwr0T2G+oppo/pz2gHb88en3uPQnbfj4ElDwg5JRHopnZ8TEZFeZ2FllEvfLObTQxo4aVxd2OFINzvrM+OZuF0JP7z3TdbXNIYdjoj0UkqkRESkV2lKw7kzSymIOr+ZXoVZ2BFJd8uLRbnyS1PYUNfID+99A3fdfFlEsk+JlIiI9CrXzCvijfVxfrV7FYML0mGHIyHZeVgZ5392Ao+/vZI7Zy0JOxwR6YV0jZSIiHSfLr5B7atrY/xxfiHHjK7jsOENXbou6fn+d79xPPPOai56cC57jBnAuPLisEMSkV5ENVIiItIr1CYzTfq2K0hz4dTqsMORHiASMa780hQSsQjn/PN1mlKqoRSR7FEiJSIivcLPXy/hg+ooV+1RSWlc18RIxtCyAi47ehfeWLqBq598J+xwRKQXUdM+ERHJeQ8tyeOf7xdwxsQaZpQ3hR1ObsuR7u0743O7DOVL00fwp6ffY//x5cwYNzDskESkF1CNlIiI5LQlNREumF3C7gMbOWdSTdjhSA914ZE7M3pAIefeOYcNdUq2RWTbZS2RMrORZvaUmc01s7fN7OxsLVtERGRzmtJw5stlYPC7PSuJ6fSgtKEoL8bVx09jRWU9P7n/LXWJLiLbLJs/OUngPHefBOwFnG5mk7K4fBERkY+58u0iXl8X5/LdqxhRpI4EZMumjuzHdw8ez0NzlnHXrKVhhyMiOS5riZS7L3f3V4PhKmAeMDxbyxcREWnpuZVx/rygiBPG1vH5EerqXDrmtAN2YJ8dBvLTB95i/orKsMMRkRzWJY0gzGwMMA14udX0U81slpnNWr16dVesWkRE+oDV9cZ3Xyllx9IkP5tSFXY4kkOiEePqL0+jtCDOd259leqGZNghiUiOynoiZWbFwD3AOe7+sVM97n69u0939+nl5eXZXrWIiPQBaYfzZpZS1RThmhkbKFD/s9JJ5SV5/O74qby/poYf3/emrpcSka2S1UTKzOJkkqhb3f3ebC5bREQE4Nr5hTy7Mo+fTKlmQlkq7HAkR+29/SDOOXhHHnh9GXfMXBJ2OCKSg7LZa58BNwLz3P2qbC1XRESk2Qsr41z5dhFfGFnPSePqwg5HctzpB+7AfuMHceGDbzN3ma6XEpHOsWxVZ5vZvsBzwJtAc9dJF7j7I5srP336dJ81a1ZW1i0iIt1oW27Yug1W1EU4/MkB9E+keeAz6ymKqTlWrxLSzXzXVDfw+d89R1FejIfO3JfiPLUVFenrzGy2u09vr1zWvi3c/XnAsrU8EZFeb1sSkm096AwpGdpaTWk4/aVS6lPw509tUBIlWTOoOI/fnzCNE//yEj+85w2uOWEamUY2IiJbplsXiohIj/erN4qZvTbB5btXsUOprouS7Npr3EDO++wEHn5jOTc+vzjscEQkR6j+WkQkF+VYjdK2eGhJHjctLOSUHWo5YqTuFyVd47RPb88bSyu49JF57DS0lH12GBR2SCLSw2XtGqnO0jVSItLn9aFkaGu9tT7GsU/3Z3K/Jm77dAUJtaOQzcnS9VXVDUm++McXWFPdwINn7MvIAYVZWa6I5JaOXiOlnyQREemRVtcbp/63jAGJNNd+aoOSKOlyxXkxrv/qdJJp59t/n01do5qRikjb9LMkIiI9TmMaTnuxjHWNEa7fewPl+epcQrrH2EFF/P6EacxbUckP7nlDN+sVkTYpkRIRkR7FHX72Wgmz1ib4zfRKJvdPhh2S9DEHThjM+Z+dwINzlvGnp98LOxwR6aHU2YSIiPQof3uvgDsWF3D6xBqOVOcSEpLvHLA976ys4jePL2D0wEKO2HVY2CGJSA+jGikREekx/t+yBD9/vZiDhzZw3s41YYcjfZiZcfkxuzJ9dH/OvXMOr364PuyQRKSHUSIlIiI9whvrYpzxchk790/yuxmVRHRPVAlZfjzK9V+dznal+fzvX2exZF1t2CGJSA+iREpEREK3pCbCN17ox4C8NDfus4GimC7wl55hQFGCm76+B02pNKfcMpMNdU1hhyQiPYQSKRERCVVFo/H15/vRlIa/7lvB4Px02CGJfMwOg4v588m78/6aGr7991nUN6lbdBFRIiUiIiGqT8Gp/y1jSU2U6/fewA6lOkCVnmnv7QdxxXFTeGnROs66/TWSKSX8In2deu0TEZFQNKXhjJfKeGVNgt/P2MCMcjWZkq006+atf+30Uzpc9H+mDWd9bSM/f2guF9z3JpcfsytmuphPpK9SIiUiIt0u5XD+zFKeXJ7HJdOq+IK6OZcccco+Y1lf08jv/7OQ/kUJfvS5ncIOSURCokRKRES6lTv85NUSHliSzw8mV3Py9nVhhyTSKd89ZEfW1jRy3TOLGFCY4Nuf3j7skEQkBEqkRES2xbY0KeqD3OHSN4q5Pbjh7mkT1Z205B4z4+KjJlNR18SvHp1PIhbhlH3Ghh2WiHQzJVIiItIt3OGqt4v4y7uFfG37Ws7XDXclh0Ujxm+/NJVkKs3PH5oLoGRKpI9Rr30iItLl3OGyN4u4Zn4RXx5Tx4VTq9E1+pLrErEI15ywG4fuPISfPzSXm19YHHZIItKNVCMlIqLmeV3KHX4+p5hbFhZy0rhaLp5WTURJlPQU29jjXyIW4Q8n7sYZt72qmimRPiZrNVJmdpOZrTKzt7K1TBERyW1phx+/VsItCwv55vhaLlESJb1QPJpJppprpq59+j3cPeywRKSLZbNp3y3AYVlcnoiI5LCmNJw/q4TbFhXwnQk1/GRXNeeT3qs5mTpyyjAuf2w+v/zXPNJpJVMivVnWmva5+7NmNiZbyxMRkdxVkzS+82Ipz6zM49xJ1Zy5U62SKOn14tEIv/vyVAYWJbjh+cWsrWnk18fuSjyqS9JFeqNuvUbKzE4FTgUYNWpUd65aRES6yar6CN94vox5G2Jctnslx4+tDzskkW4TiRgXHjmJQcUJrvj3O6yvbeRPX9mNwoQuSxfpbbr1FIm7X+/u0919enl5eXeuWkREusHCyihH/6c/71XFuGHvDUqipE8yM844aDy/OnoXnn1nNSdc/xIrK/VZEOltVNcsIiJZ8d9VcY59uj/1KeOfn17PgUMbww5JJFQn7DmK606ezrurqvnCH55nzpKKsEMSkSxSIiUiItvEHW54p4CTn+vHoLw09x20jl0HJMMOS6RHOGTSEO79zt7EoxGOu+5FHnj9o7BDEpEsyVqDXTO7HTgAGGRmS4EL3f3GbC1fRER6ntok/GB2KQ8tyeew4fVcMb2K4rh6KpM+ooP3oJoIPLCvcdqLZZx9x+vMe+0Fvve144jqXgAiOS1rNVLufoK7D3X3uLuPUBIlItK7fVAd5ein+vPwkjy+N7maa/eqVBIl0oaBec4/9q/ghLF1/HlBESf+5SVWbNB1UyK5TE37RESkU9zh3g/yOfzJ/iyvjXLzvhs4faK6NxdpTyICv9q9iiv3qOTNjzbw+d8/x1PzV4UdlohsJSVSIiLSYRsajbNfKeXcmaXsVJbkXwev44Dt1KmESGccM7qeB8/Yl8EleZxyy0wufWQejcl02GGJSCfppgYi0nN08HqDzZp+SvbikM16ZXWc784sZUVdhPN3rua0ibVEVQslslV2GFzM/afvwy/+NZfrn13Ec++u4TfH7srk4WVhhyYiHWTu4bRnnz59us+aNSuUdYtID7UtiZR0maom4zdvFfH39woYVZTi6j0rmTZQvfKJZMsTyxL8+NUS1jZEOG1CLWfuVENedAsv0IkjkS5lZrPdfXp75dS0T0RE2vTYRwkOfnwAf3+vgK/tUMe/Dl6vJEokyw4Z1sgTn13HF0fV84f5RRz+5ABmr1WjIZGeTomUiIh8wpKaCP/73zL+78V+DMhLc99B67loarV65RPpImUJ54o9qrhl3wpqksYxTw3gvJklrKrToZpIT6XTHSIistGGRuNP8wu5eWEhEYMf7VLNN8bXEtexnEi3OGC7TO3UH+YXctO7hTz2UR6nT6zlm+Nrt9zcT0S6nRIpERGhKQ23Lirgd3OLqGg0jh5dz/k71zC0UD2JiXS34rjzw11qOH5sPb+YU8yv3yrmjsUFfHdSNV8Y1YDyKZGeQYmUiEgf1pDK3BPqTwuKWFITZe/yRi7YtZrJ/XUdlEjYxhSnuGGfDTy7IsGlbxbx3Zll/GF+krMTyzhil6FEIuo2UyRMSqRERPqg+hTcsbiA6xYUsrwuypT+TVw8tYoDtmvUjXVFepj9t2tk3yGNPPZRHlfPLeKs21/jD/95l+8csAOH7zqUeFRtb0XCoO7PRaTnUPfnXW55bYTbFhVw++IC1jRE2HNQI2fuVMO+g5uUQInkgLTDv5bm8bu5RSysijEkP8VXd6jjK+Pq6JfowDGduk4XaVdHuz9XjZSIZJeSoR7HHV5aHedv7xXw72V5pB0OGtrIqTvWMqO8KezwRKQTIgZHjmzg8BENPLMiwY3vFvKbt4q5Zl4RXxxVz5fG1DF1QFInRkS6gRIpEZFe6v3qKPd9kM/9H+bxQU2Mfok03xpfy0nb1zGySJ1IiOSyiMGBQxs5cGgjCzZEuendQu77MJ/bFxcwvjTJcaPr+OLoesrzdcsCka6ipn0ivdW21AxtS9MP1UiFamlNhCeX5/HAh/m8ti6O4XyqvImjR9dzxMh68tXdl0ivVdVkPLwkj7veL+DVdb1w1hgAACAASURBVHGi5uxV3sRhwxs4dHgDg/O38QSKmgVKH6GmfSIifUDaYW5FjCeW5fHE8gRzK+IATChN8sNdqjlqZL26MBfpI0rizgnj6jlhXD0LK6Pc92E+jy7N46evlfCz14rZY1ATBw9tYL8hjUwsS6n5n8g2Uo2USG+lmqFeyR0+qInywqo4/12V4MVVCdY1RjCc3Qc2cciwRg4Z1sC4klTYoYpID+AO71RGefSjPB77KJ/5GzLn0Afnp9hvSCP7DWlk+sAmhhem20+sVCMlfYRqpEREeoHaJLy5Ps5r6+K8ujbOa+tirK7PtM/briDFAUMb2GdwE58e0sAgXQshIq2YwYSyFBPKajlnUi3LayM8tzLBMysTPLksj3s+KABgaEGK3Qc2MX1QE7v0b2KnsiSFOkoU2SLVSIn0ZKpV6jNSDktqoszfEGP+hszzgg0x3q+O4mROE48pTjJtQJLdBjax9+BGxhWraY6IbL2Uw7yKGLPXxpm5Js6stXFW1GVO1BjO2JIUk8qS7NwvyU79kmxfkmRYYZro1nzvqDZLckhHa6SUSIl0hBIa2UbuUNForKyPsKw2ygfVUT6o2fS8tCZKYzpzdGI4Y4tTTChLMrEsyeR+SaYNbGJAnmqcRKTruMOyughzK2K8XRFjbkWctytifFS7qZeaRMQZVZRibEmKccVJRhWnGFaQZruCFEML05TFPfsneJSESTcLpWmfmR0G/A6IAje4+2XZXL6ISE/hDlVJY0OjUdEYoaLR2NDieXVDhFV1EVbWR1hZF2VVfWRjotSsOJZmVHGKCaVJDhnawPYlKSaWJRlfmqRATWpEpJuZwfDCNMMLGzlkWOPG6RsajfkbYiyujrK4Ksri6szwMysSn/hey486QwtSbFeQZruCNAPy0vRPpOmfl2ZAwum/cdwpjafJi9B+4hVWL7Qi7cjaT7WZRYE/AocAS4GZZvagu8/N1jpEVDPUu7iDk+l5Lh08u0May0xrOT+Y7t6x8kk3mtLQlP7kc2P64/Mb05BMG/UpqEsZdUmjNmXUJjcN1yWNumBaTdKobDJS3vavf1EszZCCNNvlp9ljUBOD81OZ8YI0QwpSjC5KMTCvC87ciohkWVnCmVHe9IkbeKccVtZFWFEXYUVdlOV1EVbUBs91EWauibO+0ahJRtpcdtScophTHHOK4i2GY2mK4k5eBPKiTl7EyYsSPDuJ5unNwxEnHsksLxqBqEHEnNiSCqIR+/jDbLPTIhHDDAyIWPNw8NxiOGKGEUzTl3ifls1znnsCC919EYCZ3QEcBeROIpWLZzyUWEiOmnBvOQ3pnvcDlIg4BVGnMOYUxJzCYLgskWZoMF4Ud/rFM9PKEk6/RKY5S79Emn4JpzSR1v2aRKTXixoMK0wzrDANJNss15CCisYI6xqM9Y0R1jVEWN8Yoaopc2KqJmlUNxnVSaOmKUJ10lhVH6MmaTSkoCFtNKZs634znnph699gB4wtTvLUYeuyu9C+di/HHK41zNo1UmZ2LHCYu38rGD8ZmOHuZ7QocypwajA6AViQlZVLrhkErAk7CAmV9gEB7QeifUC0D0hGT9sPRrt7eXuFurUVvrtfD1zfneuUnsfMZnXkAj7pvbQPCGg/EO0Don1AMnJ1P2i70WrnfQSMbDE+IpgmIiIiIiLSq2QzkZoJjDezsWaWAI4HHszi8kVERERERHqErDXtc/ekmZ0BPE6m+/Ob3P3tbC1fehU17xTtAwLaD0T7gGgfkIyc3A9CuyGviIiIiIhIrspm0z4REREREZE+QYmUiIiIiIhIJymRkm5hZmea2Xwze9vMfr2Z+SPN7CkzmxuUOTuMOKXrtLcPBGUOM7MFZrbQzH7Y3TFK1zKzi8zsIzN7PXh8vo1y3w32k7fM7HYzy+/uWKVrdGIf6GdmdwffGfPM7FPdHat0jY7uA0HZqJm9ZmYPd2eM0vU6sh/kwrFht95HSvomMzsQOAqY4u4NZjZ4M8WSwHnu/qqZlQCzzewJd5/brcFKl+jIPmBmUeCPwCHAUmCmmT2ofaDX+a27X9HWTDMbDpwFTHL3OjO7k0wvsLd0U3zS9ba4DwR+Bzzm7scGPQEXdkNc0n06sg8AnA3MA0q7OB4JR3v7QY8/NlSNlHSH04DL3L0BwN1XtS7g7svd/dVguIrMF+fwbo1SulK7+wCwJ7DQ3Re5eyNwB5nkS/qeGFBgZjEyB9DLQo5HupGZlQH7AzcCuHuju1eEG5V0NzMbARwO3BB2LBKOXDg2VCIl3WFHYD8ze9nMnjGzPbZU2MzGANOAl7shNukeHdkHhgNLWowvpYd9YUpWnGFmb5jZTWbWv/VMd/8IuAL4EFgObHD3f3d3kNKltrgPAGOB1cDNQbOuG8ysqJtjlK7V3j4AcDXwfSDdjXFJ9+rIfgD03GNDJVKSFWb2ZHA9Q+vHUWTOLg8A9gK+B9xpZtbGcoqBe4Bz3L2y296AbLNs7QOS29rZD64FtgemkkmSrtzM6/uTqYkcCwwDiszspG58C7KNtnUfIPN9sRtwrbtPA2oAXTOZQ7LwPXAEsMrdZ3dv5JJNWfguaF5Ojz021DVSkhXufnBb88zsNOBez9y07BUzSwODyJxxbFkuTuaDcqu739uV8Ur2ZWEf+AgY2WJ8RDBNcsiW9oOWzOwvwOYuID8YWOzuq4Ny9wJ7A//IWpDSpbKwDywFlrp785nnu1EilVOysA/sA3wh6IAgHyg1s3+4u06q5JAs7Ac9/thQNVLSHe4HDgQwsx2BBLCmZYGgduJGYJ67X9XtEUpXa3cfAGYC481sbHBx+fHAg90apXQpMxvaYvSLwFubKfYhsJeZFQbfC58h0y5eeoGO7APuvgJYYmYTgkmfAXrMxeWybTq4D/zI3Ue4+xgyvwX/URLVu3RkP8iFY0MlUtIdbgLGmdlbZDoQ+Jq7u5kNM7NHgjL7ACcDB1kHukSVnNPuPuDuSeAM4HEyB853uvvboUUsXeHXZvammb1BJrH+LkCr/eBlMjUQrwJvkvmduj6keCX72t0HAmcCtwblpgKXdn+o0kU6ug9I79aR/aDHHxtapqWNiIiIiIiIdJRqpERERERERDpJiZSIiIiIiEgnKZESERERERHpJCVSIiIiIiIinaRESkREREREpJOUSImIiIiIiHSSEikREREREZFOUiIlIiIiIiLSSUqkREREREREOkmJlIiIiIiISCcpkRIREREREekkJVIiItIjmNkFZnZD2HF0hJk9bWbfCjsOEREJTyzsAERERADc/dKOljWzi4Ad3P2krotIRESkbaqREhGRPsfMdCJRRES2iRIpERHZIjMbZmb3mNlqM1tsZmcF0y8ys7vN7J9mVmVmr5rZlBav+4GZfRTMW2Bmn2lnPReZ2T+C4TFm5mb2NTP70MzWmNmPg3mHARcAXzazajObE0wvM7MbzWx5sN5fmFk0mPd1M3vBzH5rZmuBS8yswswmt1h/uZnVmdlgM+tvZg8H73l9MDwiy/9aERHJYUqkRESkTWYWAR4C5gDDgc8A55jZoUGRo4C7gAHAbcD9ZhY3swnAGcAe7l4CHAq8vxUh7AtMCNb7MzPbyd0fAy4F/unuxe7enLzdAiSBHYBpwGeBltcxzQAWAUOAi4F7gRNazP8S8Iy7ryLz+3gzMBoYBdQBf9iK+EVEpJdSIiUiIluyB1Du7he7e6O7LwL+AhwfzJ/t7ne7exNwFZAP7AWkgDxgkpnF3f19d39vK9b/c3evc/c5ZJK5KZsrZGZDgM8D57h7TZAM/bZFnADL3P0ad0+6ex2ZxK/l/BODabj7Wne/x91r3b0K+CXw6a2IX0REeim1ERcRkS0ZDQwzs4oW06LAc8AHwJLmie6eNrOlwDB3f87MzgEuAnY2s8eBc919WSfXv6LFcC1QvIU448ByM2ueFmkZX6thgKeAQjObAawEpgL3AZhZIZlE7DCgf1C+xMyi7p7q5HsQEZFeSDVSIiKyJUuAxe7er8WjxN0/H8wf2VwwaAY4AlgG4O63ufu+ZJIcBy7PYly+mTgbgEEt4ix1953bek2QEN1JpnnfCcDDQe0TwHlkmhTOcPdSYP9guiEiIoISKRER2bJXgKqg44gCM4ua2WQz2yOYv7uZHR30gncOmWTmJTObYGYHmVkeUE/mGqN0FuNaCYwJkjfcfTnwb+BKMys1s4iZbW9m7TXHuw34MvCVYLhZSRBzhZkNAC7MYuwiItILKJESEZE2BbU2R5Bp9rYYWAPcAJQFRR4gk4isB04Gjg6ul8oDLgvKrwAGAz/KYmh3Bc9rzezVYPirQAKYG8RzNzB0Swtx95eBGmAY8GiLWVcDBWTifwl4LGuRi4hIr2DurVtHiIiItE83xRURkb5MNVIiIiIiIiKdpERKRES6jZk9GtxEt/XjgrBj2xpm9uc23k+b08OOWUREskNN+0RERERERDpJNVIiIiIiIiKdpERKRERERESkk2JhrXjQoEE+ZsyYsFYvIiIiIiLyCbNnz17j7uXtlQstkRozZgyzZs0Ka/UiIiIiIiKfYGYfdKScmvaJiIiIiIh0khIpERERERGRTlIiJSIiIiIi0klKpERERERERDoptM4mRER6tVk3b/1rp5+SvThERESkS6hGSkREREREpJOUSImIiIiIiHSSEikREREREZFOUiIlIiIiIiLSSUqkREREREREOkmJlIiIiIiISCep+3MRkbZsSxfmIiIi0qupRkpERERERKSTOl0jZWY3AUcAq9x9cjDtIuB/gdVBsQvc/ZFsBSkiIgKQSjvrahqpqG2kMZUmmXKSaSeZSgP/n737Do+jOts//j3b1HuxLVnuBWyDbdwLxQUCBEMowRA6JIRQAinvm4T8EiB50wkQCISO6T000w0Y3EHuvctdtmz1Lu2e3x+7doRjY8laa7Sr+3Nde22bnXkkj9Z775zzDCTEeEiM8ZAYG7yO8bgwxjhctYiIRKOjGdo3Dfgn8MxBj99rrb271RWJiEiHZa1ld3kdG/ZUsmFPBRuKKinYW01RRR17K+sorq7H2uavL9brIjc1jty0eLqmxdE1LY6eGQkMzEkhLz1OIUtERI5ai4OUtfYLY0yP8JciIiIdTWVdI0u2lrJwSwn5W4pZsq2UitrGA88nxXrolZVI94x4hvVIIzMxhqxEH6nxPnweF163we1y4XUZLFBV10hlk0txZT07SmvYXlLDih1lFFfVf23dA3OSGZSTwuC8VMb0ziAzMcaB34KIiESicDabuNkYcyWQD/zMWlty8ALGmOuB6wG6desWxk2LiEgk8AcsS7aV8tmaPcxct4dVO8sJWDAG+ndKYsrgHI7rnESfrET6ZCeSlRQT1qNGVXWNbCyqZOXOclbsKGPFznKenb+Fx2dvBuC4zkmM65PJuD4ZjOqZQUKMejKJiMihGduSMRL7XxQ8IjW9yRypTsBewAK/B7pYa6/9pnUMHz7c5ufnt3jbIiJtxqmufcOvcWa7x0htg59P1+xhxurdzFxbRHFVPW6XYVj3NEb3ymB49zSGdEslOdbrSH2N/gArdpYzZ8Ne5mzYS/6WEuobA8R4XJzWP4uzT+jCxOOySXKoPhERaVvGmIXW2uFHWi4sX7VZa3c32fBjwPRwrFdEpENqTYBrJyEsELDM37yPNxfv4P3lhVTUNZIa7+W0fllMPL4Tp/bNIiW+fQQTj9vFkLxUhuSlctOEPtQ2+MkvKOHjVYW8v6KQD1fuxud2cUq/TM4dkssZAzoR63U7XbaIiDgsLEHKGNPFWrsrdPd8YEU41isiIpFlW3E1L3y5lTcX72BXWS2JMR7OHNSZ84fmMqpnOh53+z/rRqzXzfi+mYzvm8kdUwayaGsJ7y0v5P0Vu5ixeg+p8V7OH5rLJSO60b9zktPlioiIQ1o8tM8Y8yJwGpAJ7AbuCN0fQnBoXwHwwybB6pA0tE9E2r1IPCGvA0ekrLXM2bCPp+cV8Mnq4ACF0/pnc/7QXCYf34k4X3QcvQkELHM27uWlr7bx0cpCGvyWod1SuXxUd6YMzsHnaf8hUUREjqy5Q/uOao5UOChIiUi7pyD1jWob/Lyav42n5hawqaiKjAQfl47sxvdGdSMnNa7N6nDCvso63li8gxe/3MrGoio6Jcdw9diefG9UN1Li2seQRREROToKUiIirRWJQaq1mhHEKusaeW7+Fh6ftZm9lXUMzkvl6rHdOfuELsR4ouPoU3NZa/l8XRGPzdrEnA37SPC5uXhEHj84uVfUh0kRkWjVps0mREQk+pVW1zNtbgFPzSmgrKaBk/tmcvOEoYzqleF0aY4xxnBa/2xO65/Nyp1lPD5rM8/O28Lz87dyycg8bprQh07JsU6XKSIix4COSImIHE5HPCJ1CNWN8OT6eB5ZG09Fo4vTc+q4+bgqBqc3fn3BdtIx0GnbS6p58LONvJq/DZfLcPmo7txwWi+ykxSoREQigY5IiYhIqzQE4OXNsfxjdQJFtW4md6nj54MqOS7F73Rp7VrXtHj+dMEJ3Hhabx74dD1PzyvghS+3cO24nvzotN46H5WISJRQkBIRka+xFt7fEcPfViSwudLDiIx6/jW6nOGZDU6XFlHy0uP560WDufG0Ptw7Yx0PzdzIK/nb+Mnp/Zg6PC8iWsGLiMjh6V1cREQOWFPm5tIvUrlxfgo+Fzw5rpRXTitViGqFHpkJ/OOSobx10zh6ZSby6zdWcPb9s5i5do/TpYmISCsoSImICKX1ht8uTuTsj9NZU+bh/4aW897pxUzsUo8xTlcXHQbnpfLyD0fz8OUnUdcY4OqnvuK6aV+xrbja6dJEROQoaGifiEgHFrDw0uZY/roikfJ6wxW9a/jJwCpSfc40Iop2xhjOHNSFicd1Ytrczdw3Yz2T7/mcWyb24Qen9Opw7eNFRCKZgpSItG+t6ZynLnLfaF2Zm9sXJZG/z8forHruHFKhRhJtxOdxcf0pvZkyOIffT1/F3R+t49+LdnDXeQM5uW+W0+WJiEgzaGifiEgHU+uHv69I4Nsz0tlY4eHu4eW8eEqpQpQDuqTE8dBlw3j62pEErOWKJ77kJy8voaSq3unSRETkCHRESkSkA1lQ5OWXC5PYXOnhgm41/HpwJRkxYRrG59R5t6LgyOOp/bL44LZTeOizDTw0cyOz1hdx17mDOPuEzhhNUhMRaZcUpEQkeumEugfU+uGvyxN5ckM83RL8PHdyCeM7qRNfexLrdfPTM/pz5qAu/OL1Zdz0wiK+NbATvz9vENnJOpmviEh7o6F9IiJRbvE+D2fPSOfJDfFc1buaD07fpxDVjg3ISeaNG8fyy7OOY+baIibf8zlvLdnhdFkiInIQBSkRkShVH4C/rUjgws/SqG00PH9yCXcNrSReYxHaPY/bxQ2n9ub9W0+mT3Yit760hFteXExZtQKwiEh7oSAlIhKFVpV6OPeTNB5ck8CFPWr54IxixukoVMTplZXIKz8cw8/P6Mf7y3fxrfu+YPb6vU6XJSIiKEiJiEQVv4UHV8dz3idp7Ktz8cTYUv42vIJkr84LFak8bhc3T+zLGzeOIyHGzeVPLOCud1ZS26AuiyIiTlKQEhGJEoU1Li77IpW/rUzkjNw6Pjq9mEk5aqMdLU7omsL0W07m6rE9eGpOAVMemM2KHWVOlyUi0mEpSImIRIGPd/o48+N0lhUHzwv1z1HlpIWrrbm0G3E+N3eeO5Cnrx1JWU0D5z80h4c/30ggoH9rEZG2piAlIhLBav1wx+JEfjA3ldx4P9Mnl3BRj1p06qHodmq/LD687RQmH9+JP7+/hmuf/op9lXVOlyUi0qGod5OINE9rzskUBSdMbY82lLu5ZUEyq8u8XNe3mv8dVEmM2+mqpK2kJfh46LKTeG7BVn4/fRVn3z+Lf1wylNG9MpwuTUSkQ9ARKRGRCGMtvLw5limfpLO7xs1T40r5zWCFqI7IGMMVo7vzxo1jifd5+N5j87n/k/X4NdRPROSY0xEpETn2WnM0S76muhF+vSiZN7bGMjarnntHltMpLuB0WeKwgTkpvHPLeH79xnLu+XgdCzbv496pQ8hOinW6NBGRqKUjUiIiEWJDuZvzPk3nza0x/HRAJc+eUqoQJQckxni4b+oQ/nrhiSzcUsLZ/5jFrPVFTpclIhK1FKRERCLA29tiOPeTNIrrXDx7cik/HlCNWw0l5CDGGC4ekcfbN48nLd7HlU9+yf2frFdXPxGRY0BBSkSkHasPBLvy/XhBCgNSG3l3cjHjOzU4XZa0c/06JfHWzeM4b3AO93y8ju8/k09ZtfYbEZFwUpASEWmndlS7uHhmGk9vjOf7fat58dRSOmsonzRTvM/DvVOH8LvzBvLFuiKm/HM2q3aWO12WiEjUUJASEWmHPi/08e0Z6Wwod/PwmDL+3+BKvHrHlhYyxnDlmB68/MPR1DX6Of+hOby+cLvTZYmIRAX9tywi0o5YCw+tiefq2Sl0jgvwzqQSzszViValdYZ1T2f6LSczJC+Vn726lP/35nLqGv1OlyUiEtEUpERE2omqRsPNC5L564pEzsmr440JxfRM0oddCY+spBie//4orj+lF8/N38rUR+azq6zG6bJERCKWgpSISDuwtdLFhZ+l8f72GG4/oYL7R5YTpzP9SZh53C5uP/t4HrrsJNbvruCc+2czd8Nep8sSEYlIClIiIg77otDHlE/S2VXtYtr4Mq7vX4NRa3M5hs4+oQtv3TyetAQflz+xgIc/34i1apEuItISClIiIg6xFh5ZG5wP1SU+wNuTSjilc73TZUkH0Sc7kTdvGsdZg7rw5/fXcMuLi6mub3S6LBGRiNHiIGWMedIYs8cYs6LJY+nGmI+NMetD12nhLVNEJLpUN8KPv0zmT8sTOTO3jtcnlNA9UfOhpG0lxnj45/eG8oszj+Pd5bu48F/z2FZc7XRZIiIR4WiOSE0DzjzosV8Cn1hr+wKfhO6LiMghbKsKzoeavi2G/x1UyYOjy0nwaFiVOMMYw49O682TV49ge0k15/5T86ZERJqjxUHKWvsFUHzQw+cBT4duPw18p5V1iYhEpTm7vUz5JJ0d1W6eHFfGjcdVaz6UtAsT+mfz9s3jyUiM4Yonv+TJ2Zs1b0pE5BuEa45UJ2vtrtDtQqDToRYyxlxvjMk3xuQXFRWFadMiIu2ftfD4ujiumJVKdmxwPtSELpoPJe1Lz8wE3rhxLBP6Z/O76av4+avLqG3QkFMRkUMJe7MJG/z66pBfYVlrH7XWDrfWDs/Kygr3pkVE2qWaRvjJV8n837Ikzsit498TSuih+VDSTiXFenn0imHcOqkvry/aztRH5ul8UyIihxCuILXbGNMFIHS9J0zrFRGJaNurXFw0M423tsbw84GVPDS6nESvhktJ++ZyGX5yej8euWIYG/ZUMuWBOeQXHDyqX0SkYwtXkHobuCp0+yrgrTCtV0QkYs3b4+XcT9LZWunmiXFl3Hx8NS7Nh5II8q2BnXnjpnEkxri59LH5vLBgq9MliYi0G0fT/vxFYB7Q3xiz3RhzHfBn4HRjzHpgcui+iEiHZC08tT6Oy2elkhYT4M1JJUzUfCiJUP06JfHWTeMZ2zuT299Yzu1vLKe+MeB0WSIijvO09AXW2ksP89SkVtYiIsda/lNOVxD1av3w60VJvL4ljtNz6rhnRDlJGsonES4l3suTV4/gbx+u5eHPN7KusIKHLj+J7KRYp0sTEXFM2JtNiIh0VDurXVw8M43Xt8Rx24BKHhlTphAlUcPtMvzyrON44NKhrNhZxrkPzGHptlKnyxIRcYyClIhIGCwoCs6H2lTh5rGxpdw2QPOhJDpNGZzD6z8ai9tl+O4j83h94XanSxIRcUSLh/aJiMh/WAvPbozjd0sT6Zbg56VTy+iTrNbmbao1Q1aHXxO+OjqQgTkpvHPLeG56fhE/e3UpK3aW8euzj8fj1vezItJxKEiJiBylWj/8dnESrxTEMbFzHfeNKidZQ/kiS2vnDXbgIJae4OOZ60byx/dW89ScAtYWVvDP751EeoLP6dJERNqEvjoSETkKu6pdTJ2ZxisFcdxyXBWPjytTiJIOx+t2cceUgdz93cHkbylhygOzWbGjzOmyRETahIKUiEgLLSjyMuWTdDZUuHl4TCk/G1Sl+VDSoV00rCuv3TCGgLVc+K+5/HuR5k2JSPRTkBIRaSZrYdqGOC77IpVkb4C3JpZwZq7ODyUCcGLXVN65ZTxD8lL56StLueudlTT4db4pEYleClIiIs1Q64ef5Sdx55IkTutcz5uTStRUQuQgmYkxPPf9UVwzrgdPzSng8scXsLeyzumyRESOCQUpEZEj2FHt4qLP0vh36PxQj47VfCiRw9k/b+qeiwezZFspUx6YzbLtOt+UiEQfBSkRkW8wd4+XKTPS2VKp80OJtMQFJ3Xl9R+NxWUMFz08j1fztzldkohIWClIiYgcgrXwxPo4rpiVSlpMgDcnlXB6juZDibTEoNwU3r55HMO7p/E/ry3jjrdWaN6UiEQNBSkRkYPUNMJtXybz+6VJTOpSz5sTS+idpPlQIkcjIzGGZ64dyQ9O7snT87Zw2WML2FNR63RZIiKtpiAlItLEtioXF85M4+1tMfx8YCUPjykjSfOhRFrF43bx628P4B+XDGHZjuC8qcVbS5wuS0SkVTxOFyAi0l58Xujjti+TabTw5LgyJnTRUD45gvynjv61w68JXx0R4rwhufTNTuL6Z/OZ+sh87jh3AN8b2Q1jNPFQRCKPgpRIJGnNhzY5LL+Ff6xK4IHV8fRL9vPwmDJ6aiifyDExICeZd24ez49fWsyv31jBwoIS/u/8QcT79JFERCKLhvaJSIe2r85w9axU7l+dwPnda3lzYrFClMgxlpbgY9o1I7ltcl/eWLKD7zw4h41FlU6XJSLSIgpSItJhLdzr4dsz0lmw18uf3BrLEgAAIABJREFUh5Xz9+EVxOlLcZE24XYZbpvcj2euHcneynrOfWA205ftdLosEZFmU5ASkQ5nf2vzqZ+n4XPBvyeUcEnPWjRNQ6Ttndw3i+m3jKd/5yRufmExd769kvpGtUgXkfZPQUpEOpSKBsON84OtzSd0qeedScUMSmt0uiyRDi0nNY6Xrh/DteN6Mm1uARc/Mo8dpTVOlyUi8o0UpESkw1hd6ubcT9L4aGcMvzqhkkfHlJHiU2tzkfbA53Hx2ykDeOiyk9iwp5Jz7p/F5+uKnC5LROSwFKREpEN4tSCW73yaTlWj4cVTSvlh/2oN5RNph84+oQtv3zyOTsmxXP3Ul9zz8Tr8AX3hISLtj4KUiES1ygbDT75M5n/ykzkpo4Hpk0sYmdXgdFki8g16ZSXyxo3jOH9oLvd/sp7LHp9PYVmt02WJiHyNgpSIRK3lJR7O+SSNt7bGcOvxVTx7cinZsZrELhIJ4nxu/v7dwfztohNZuq2Ms/7xBTNW7Xa6LBGRAxSkRCTqBCw8vi6OCz5No85vePHUUn4ysAqP3vFEIooxhu8Oz2P6j8fTJSWO7z+Tz51vr6S2Qed6ExHn6WOFiESVvbWG6+ak8H/LkjitSz3vTS5mlIbyiUS03lmJvHHTWK4Z14Npcwu44KG5OoGviDhOQUpEosac3V7OmpHOnD0+fjekgkfHlJEWo0nqItEgxuPmjikDeeKq4ewqq+Gc+2fzSv42rNXfuIg4Q0FKRCJenR/+tCyBy2elkuy1vDmxhCv71Kgrn0gUmnR8J96/9RQG56Xwv68t45YXF1NaXe90WSLSASlIiUhEW13q5rxP03hkXQKX9KzlnUnFDEjVCXZFolnnlFie//5ofn5GPz5YUci37vuCL3TOKRFpYwpSIhKR/BYeWRvPeZ+ms7fWxRNjS/nTsAriPU5XJiJtwe0y3DyxL2/cOI6kWC9XPvkld7y1gpp6NaIQkbahjxwibS3/KacriHjbqlz87Ktkvtzr41s5tfxxWAUZmgsl0iGd0DWF6beM568frOXJOZuZtWEv9148hMF5qU6XJiJRTkekRCRiWAuvFsRy1sfprCr1cPfwch4eU64QJdLBxXrd/HbKAJ7//ihq6v1c8K+53DdjHQ1+nTdORI6dsAYpY0yBMWa5MWaJMSY/nOsWkY5tT42L6+el8D/5yQxIbeT904u5qEetGkqIyAHj+mTywW2ncO7gHO6bsZ6L/jWXtYUVTpclIlHqWByRmmCtHWKtHX4M1i0iHYy18MrmWCZ9lM4XhT5uP6GCF08tJS9B3zSLyH9LifNy79QhPPi9k9hWUsM5D8zivhnrqG/Ue4aIhJfmSIlIu7WtysXtC5OZtcfHyMx6/jysgl5JmkguUaI18yWHXxO+OqLUt0/swuhe6dz1zirum7GeD1YU8pcLT9TcKREJm3AfkbLAR8aYhcaY6w9+0hhzvTEm3xiTX1SkNqUicmgBC0+tj+NbH6WzqNjD74dW8NKppQpRItIiGYkx3H/pUB6/cjil1Q2c/9Ac/vTeamob9F4iIq0X7iNS4621O4wx2cDHxpg11tov9j9prX0UeBRg+PDhmh0uIv9lQ7mbXyxMYuE+H6d2quOPwyrIjdeQHBE5epMHdGJkr3T+9N5qHvliEx+uDB6dGtUrw+nSRCSChfWIlLV2R+h6D/AGMDKc6xeR6FXrh3tWJnD2jHQ2Vni4Z0Q508aXKUSJSFgkx3r50wUn8sL3RxGwMPXR+fzitWUUV9U7XZqIRKiwBSljTIIxJmn/beAMYEW41i8i0euzXT7O+CiD+1cncGZuHR+fsY8Luqsjn4iE39g+mXxw28lcf0ovXl+0nYl/n8mLX24lENBAGRFpmXAekeoEzDbGLAW+BN611n4QxvWLSJTZXuXi+rkpXDMnFa/L8sIpJdw/qpysWH2gEZFjJ97n4fazj+e9W0+mX6ckfvXv5Vzwr7ms2FHmdGkiEkHCNkfKWrsJGByu9YlI9KoPwOPr4rl/dQIG+MWgSq7rV41PpwgXkTbUr1MSL18/mjcW7+CP763m3H/O5orR3fnpGf1JifM6XZ6ItHNqfy4ibWrWbi93LkliY4WHb+XU8tshlZoHJSKOMcZwwUldmXR8J+75aC3Pzt/Cu8sL+dVZx3H+0FxcLo0xFpFD0/e/ItIm1pe7uWZ2ClfMSqMhYHhqXCmPjC1XiBKRdiElzstd5w3i7ZvH0zUtjp+9upTzHpzD/E37nC5NRNopBSkROab21hp+vSiRMz9OJ3+fl9tPqODjM/YxoYs6ZYlI+zMoN4V//2gs900dwr7KOi55dD4/eCafTUWVTpcmIu2MhvaJyDFR64cn1sfzrzXx1PoNV/Su4cfHV5Eeo0YSItK+uVyG7wzN5cxBnXli9mYe+mwDZ9z7BZeP7s6tk/qSluBzukQRaQcUpEQkrPwW3tkWw99WJLKj2s3kLnX86sRKeif5nS5NRKRFYr1ubprQh4uH53HvjHU8M6+Afy/azi0T+3LFmO7Eet1OlygiDjLWOvPt8PDhw21+fr4j2xZxVP5TTldwTAQsfLgjhntXJbCu3MPA1AZ+fWIlY7MbnC5NRJoafo3TFUSstYUV/PG91Xy+rojOybHcNLEPU4fn4fNopoRINDHGLLTWDj/ScvrLF5FWsRZm7PRxzidp/Gh+Co0W7h9VxjuTShSiRCSq9O+cxNPXjuSFH4yia1ocv3lzBRPunsnLX22lwa/GOSIdjYb2ichRsRa+2O3jnpUJLC3x0j2hkXtGlHNuXi36clZEotnY3pmMuSGDL9bv5Z6P1vKL15fz0MyN3DqpL+cNycWtlukiHYKClMjRiNLhec2xP0D9c3U8X+3zkRvv5y/Dyrmgey1eBSgR6SCMMZzaL4tT+mbyyeo93PPxOn76ylIe/GwDN0/swzkn5uB1601RJJppjpTI0eiAQaoxAO9uj+GRdfGsKvXSOc7PTcdVM7VnDT59VhDpODTH6pACAcuHKwu5d8Y61u2uJDc1ju+f3JOpI/KI9+l7a5FI0tw5UvrLFpFvVNMIrxbE8dj6eLZVuemd1Mhfh5fznW61ClAiIiEul+GsE7rwrYGd+XTNHh7+fCN3vbOK+z9Zz5VjenDV2B6kq226SFRRkBKRQyqpMzy7MY5pG+IprndxUnoDvxlcweQu9Wj4v4jIoblchskDOjF5QCfyC4p5+PON/OOT9Tz6xSamjsjjuvE9yUuPd7pMEQkDDe0TORpRPLRveYmHZzbG8fbWWOoChomd67ihfzUjMhswClAi0hoddFjgut0VPPL5Jt5asoOAtUw6vhNXjunOuN6ZuPTNlEi709yhfQpS0nFFcRhqqVo/vLc9lmc2xrGk2Euc2/KdbrVc3aea/ik6ka6IhEkHDVL77Syt4bn5W3jpq20UV9XTKzOBy0d358JhXUmJ8zpdnoiEKEhJ9FMQarXtVS6e3xTHy5vjKK530SupkSt61XBB91pSfM68N4hIFOvgQWq/ukY/7y3fxTPztrB4aylxXjffGZrLFaO7MyAn2enyRDo8NZsQkUOqaYQPd8bwekEcs/d4McDknHqu7F3NuGwN3xMROdZiPG7OH9qV84d2ZcWOMp6ZV8C/F23nxS+3cmLXFC4a1pUpJ+aQpuYUIu2ajkhJ5NIRqWazFr7a6+X1LbG8uz2GykYXXeP9XNC9lqk9a8iNDzhdooh0BDoidVil1fW8vmgHry/czqpd5XjdhknHdeKiYV05tX+Wzkkl0oZ0REpEKKh089bWGP69JZYtVR4SPAHO7lrHhd1rGZnZoO57IiLtRGq8j+vG9+S68T1ZtbOc1xdt560lO/hgZSGZiT7OHZzL+UNzGZSbjNHQAZF2QUFKJMpsrHDz/vYY3tsRw6pSLwbL2OwGbh1Qzpm5tcTrr15EpF0bkJPMgJwB/PKs4/h8bRGvL9rOc/O38OSczXRLj+esEzpz9qAunNg1RaFKxEH6SCUSBTaUu3l3ewzv74hlTVnwz3pYRj3/78QKzu5aR46G7omIRByv23XgnFSl1fV8tHI37y7fxROzNvPI55vITY3j7BM6c9YJXRial6pQJdLGFKREIlB9APL3eplZ6OOTXTFsrPBgsIzIbOCOwRWc1bWOznEKTyIi0SI13sfFI/K4eEQeZdUNfLSqkPdXFDJtbgGPzdpMl5RYJhyXzYT+2YztnUFCjD7iiRxr+isTiRC7a1zMLPTxWaGP2bt9VDa68LksozIbuLJ3BWfm1tFJ4UlEJOqlxHv57vA8vjs8j7KaBj5ZvZsPVxby1uIdvLBgKz63i1G90jmtfzYTj8umZ2aC0yWLRCV17RNnqfPeYZU3GPL3eplf5GX2Hh+rSoMna+wS52dCl3omdK5jbHYDCR6d70lEIoS69h1T9Y0B8guK+WztHj5bW8SGPZUA9MiIZ1yfTMb0zmBUzwyykmIcrlSkfdMJeSUyKEgdUNlg+CoUnOYX+Vhe4iGAweeyDE1v4LTO9UzoUkf/ZL/O9SQiHY9CWIttK65mZihUfbm5mMq6RgD6ZicyuldGKFilk5GoYCXSlNqfi7Rj1sKWKjeL93lYUuxlcbGXlaUe/NbgNZahGQ3cfHw1o7PqOSmjgVi30xWLiEikyUuP54oxPbhiTA8a/QFW7Cxn3sZ9zN+0j9cXbefZ+VuAYLAa2i2Vod3SGJKXSr9OSbh1fgyRI1KQEmkDe2sNq0q9LCn2sLjYy5JiLyX1wZMrxrsDDE5v5Ib+1YzJqmdYRgNx+ssUEZEw8rhdDMlLZUheKj86rTcN/gDLd5Qxb+M+8guK+XjVbl7J3w5Ags/NiV1TGdItuPyg3BRyUmLVFVDkIPq4JkGtGWKn4RYHBGzwJLirSj3BS5mH1aUedtf+55BS3+RGTs+pY0h6A0PTG+iX4set/5tERKQNed0uTuqWxknd0gCw1rJlXzWLt5WweGspS7aV8tgXm2gMBKeApMR5GdAlOXiOq9B1n+xEvG6Xkz+GiKM0R0qCNFepRRoCsKXSzYYKNxsrPGwsd7OhwsOGcjfV/uB/Kh5j6ZPsZ0BKAwNSGzk+pZFBaY2k+NQcQkSkTekLv6NS2+Bn5c4yVu0sZ9WuClbtKmfNrnLqGoMdYn1uF72yEuidnUifrMQD172yEoj1aky6RC7NkRJppZpG2F7tZluVm61V/7neXOGmoNJNo/3PYaQucX76JPm5uGctA1IbGZDSSN/kRmL0/4iIiESoWK+bYd3TGdY9/cBjjf4ABfuqWLmznFW7ytmwu5IVO8p4f/kuQgevMAby0uLplZVA9/R48tLj6Z6RQLf0ePLS44j36eOnRAftydIhBSwU1xl217rZXeNid42LndX/CUzbql0U1X49BcW6LXkJfnol+Tkjp47eyX76JDXSO8lPoldHmUREJPp53C76ZCfRJzuJ84bkHni8tsHP5r1VbCyqZMOe4GVTURX5BSUHugXul5UUQ7f0eHJS4+iSEkvn5NjgdUosXVLiyEqKUbMLiQga2hdNOvjwPGuhotFQUudiX52huM5Fcb2LvbUu9tQGw1JhjZs9tS721LhosF9/k3Zh6RIfoFuCn7wE/4Hr/ZfMGKu24yIiHZGGBh41ay2l1Q1sKa5ma3E124qr2bqvmi3FVRSW1bKrrPbAUMH93C5Dp6QYOofCVWZiDBkJMWQk+shM9JGRGENGgo+MhBiS4zxqgiFh58jQPmPMmcA/ADfwuLX2z+Fcv0S/gIWqRkN5g6GiwVDR4KKiYf99F+UNhvJ6Q0Wji/L6/WEpeF1S99/haL8kT4BOccHLqMz6A7c7xQboFOenU1yA7NgAXs2ZFRGRg6kh01EzxpCW4CMtwceQvNT/en5/0NpVVsuushp2ldUeCFiF5TWsKayguGofpdUNh1y/121IT/CRnhBDSpyH5FgvyXFeUuK8odvBx1Ligo83vR/ndePSkS9phbAFKWOMG3gQOB3YDnxljHnbWrsqXNuQtue3UO+H+oChIbD/2lAful3v58D9hoChLgA1jYYav6G60VDrP/TtGj/UNhqqQ4/VNBoqGw2VDQbLN7+p+VyWZK8lyRsgPSZA1/gAg9MaSYsJkBETIM1ng9eh++kxlgSPht6JiIgDFMK+UdOgNSAn+bDLNfgDlFTVs7eynn1VdeyrrGdvZR37qurZV1lHcVU95TWNbC2upqymgfKaBqrq/UfcfrzPHbp4/ut2QoyHOJ+bBJ+bOJ+HOK+bGI8Ln8dFjMdFzMH3Pe7Qdei214XP7SLG68LjcuF1Gx09izLhPCI1Ethgrd0EYIx5CTgPiIgg9ema3ewuryNgLdaCBbAWG7zCWksg9Pj+4ZDB5YLLB/bf3r4Q9i8HTV5j2P9Rfv/6A02W2z/Ccv+ygSbLNX1dIPS6gDU02mDQ8QcMfgsBm0yjNQRCjzfuXy5A6LHgck2f23/fH1pufxhqCIWkwBFCTXO4jSXebYn1BK/jPBDntsS5LV18AWLdljhPMOzsD0jB6+DtJO9/Hk/yWp2cVkREOganhuw7GeAO8zN7gezQ5YC40CUzdP+guhv9AcprGymvaaC8toHymsZgyKptoKymgeq6Rqrr/VTV+6mpbwxd+6mqb2RvZR1V9Y3B+3V+ahqOHMqaw+0yuF0G7/5rt+tr1x63weMyeFyu/7rddDm3MbhcwSDqMgaXAZcxmND1f+7/57bLgMt18PJff/5r63MF12cwB6Y2GDjwGKHbwWtz0PP/ebzpfYw5sExweUOs18UFJ3UNy++3rYUzSOUC25rc3w6MarqAMeZ64PrQ3UpjzNowbj/aZQJ7nS5C5Cho35VIpv1XItlR7r/Xhr2QthGpdcshOP3e2705C7Vp1z5r7aPAo225zWhhjMlvzqQ3kfZG+65EMu2/Esm0/0qkipR9N5xT63cAeU3udw09JiIiIiIiElXCGaS+AvoaY3oaY3zAJcDbYVy/iIiIiIhIuxC2oX3W2kZjzM3AhwTbnz9prV0ZrvWLhkRKxNK+K5FM+69EMu2/EqkiYt917IS8IiIiIiIikUqnHxUREREREWkhBSkREREREZEWUpBqR4wxdxpjdhhjloQuZx9muTONMWuNMRuMMb9s8nhPY8yC0OMvh5p+iLQZY8zPjDHWGJN5mOf/YoxZEbpMbfL4NGPM5ib7/pC2q1okqBX7r957xXHN2H//aoxZaYxZbYy534TOoGqMmRn6TLH//Tf7UK8XOVZase8OM8YsD733Hni8LSlItT/3WmuHhC7vHfykMcYNPAicBQwALjXGDAg9/ZfQ6/sAJcB1bVW0iDEmDzgD2HqY578NnAQMIXiy7p8bY5KbLPI/Tfb9Jce8YJEmWrn/6r1XHNWM/XcsMA44ERgEjABObbLIZU3ef/cc63pF9mvlvvsv4AdA39DlzGNd78EUpCLPSGCDtXaTtbYeeAk4L5TCJwKvhZZ7GviOQzVKx3Qv8L/A4TrYDAC+sNY2WmurgGU48KYnchhHtf/qvVfaiSPtvxaIBXxADOAFdrdNaSLf6Kj2XWNMFyDZWjvfBjvnPYMD770KUu3PzcaYZcaYJ40xaYd4PhfY1uT+9tBjGUCptbbxoMdFjjljzHnADmvt0m9YbCnBD57xocP3E/j6Sbz/ENr37zXGxBzLekWaauX+q/decVRz9l9r7TzgM2BX6PKhtXZ1k0WeCg3r+40Tw6OkY2rlvptL8P12P0fee8N2HilpHmPMDKDzIZ76NcFDlL8nmL5/D/wduLbtqhM5vCPsu7cTPDR/WNbaj4wxI4C5QBEwD/CHnv4VUEjwG6dHgV8AvwtP5SLHfP8VOaZau/8aY/oAxwNdQw99bIw52Vo7i+Cwvh3GmCTgdeAKgt/ui7Tasdp3gZpw1nm0FKTamLV2cnOWM8Y8Bkw/xFM7+Pq3+F1Dj+0DUo0xntA3o/sfFwmLw+27xpgTgJ7A0tAXmV2BRcaYkdbawoPW8QfgD6HXvQCsCz2+K7RInTHmKeDnx+SHkA7rGO6/eu+VYy4M++/5wHxrbWXode8DY4BZ1todoW1UhPbrkShISZgcw333Wf4Trva/vs3fezW0rx0Jjffc73xgxSEW+wroG+oS5QMuAd4OjQ/9DLgotNxVwFvHsl4RAGvtcmtttrW2h7W2B8HD6ycd/CHUGOM2xmSEbp9IcOLoR6H7XULXhuAY50Pt+yJh19r9V++94qTm7r8EJ/KfaozxGGO8BCfrrw7dzwQIPX4Oev+VNtDafTf0BWy5MWZ06LPDlTjw3qsg1b78NdTGcRnB8fc/ATDG5Bhj3gMIfeN5M/AhsBp4xVq7MvT6XwA/NcZsIDhu/4m2/gFEmjLGDDfGPB666wVmGWNWERy+d3mTeSXPG2OWA8uBTOD/2r5aka9rwf6r915pdw7af18DNhJ8j10KLLXWvkNw8v6Hoc8dSwh+o/+YE/WK7NfMfRfgRuBxYENomffbvNbgl2kiIiIiIiLSXDoiJSIiIiIi0kIKUiIiIiIiIi2kICUiIiIiItJCClIiIiIiIiItpCAlIiIiIiLSQgpSIiIiIiIiLaQgJSIiIiIi0kIKUiIiIiIiIi2kICUiIiIiItJCClIiIiIiIiItpCAlIiIiIiLSQgpSIiIiIiIiLaQgJSIShYwxtxtjHne6jv2MMacZY7a3gzoqjTG9nK7jSNrL70tERA7P43QBIiISftbaPzpdQ7gYY04DnrPWdm3tuqy1iS3YrgX6Wms3tHa7IiISfXRESkREJMyMMfqiUkQkyilIiYhEOGPML4wxO4wxFcaYtcaYScaYO40xzzVZ5kpjzBZjzD5jzG+MMQXGmMmh5+40xrxqjHkutI7lxph+xphfGWP2GGO2GWPOaLKua4wxq0PLbjLG/LAFtd5ujNkb2v5lTR6PMcbcbYzZaozZbYx52BgTZ4xJAN4HckLD8iqNMTnGmJHGmHnGmFJjzC5jzD+NMb5mbN8aY/qEbk8zxjxojHk39LMsMMb0Dj33ReglS0PbnBp6/BxjzJLQducaY05ssu6C0L/FMqAqdPu1g7b/D2PM/a39PYqIiPMUpEREIpgxpj9wMzDCWpsEfAsoOGiZAcBDwGVAFyAFyD1oVVOAZ4E0YDHwIcH/I3KB3wGPNFl2D3AOkAxcA9xrjDmpGeV2BjJD67wKeDRUP8CfgX7AEKBPaJnfWmurgLOAndbaxNBlJ+AHfhJa3xhgEnBjM2o42CXAXaGfewPwBwBr7Smh5weHtvmyMWYo8CTwQyCD4O/kbWNMTJP1XQp8G0gFXgLONsYkARhj3MDFwAuhZY/29ygiIu2AgpSISGTzAzHAAGOM11pbYK3deNAyFwHvWGtnW2vrgd8C9qBlZllrP7TWNgKvAlnAn621DQQDQQ9jTCqAtfZda+1GG/Q58BFwcjPr/Y21ti70uneBi40xBrge+Im1tthaWwH8kWDIOSRr7UJr7XxrbaO1toBgqDm1mTU09Ya19svQz/08wSB3ONcDj1hrF1hr/dbap4E6YHSTZe631m6z1tZYa7cAi4DzQ89NBKqttfNDP0Nrfo8iIuIwBSkRkQgWaoRwG3AnsMcY85IxJuegxXKAbU1eUw3sO2iZ3U1u1wB7rbX+JvcBEgGMMWcZY+YbY4qNMaXA2QSPDB1JSegI035bQrVlAfHAwtCQuVLgg9DjhxQaejjdGFNojCknGLyaU8PBCpvcrib0Mx5Gd+Bn+2sM1ZkX+hn223bQa14geJQK4Hv852hUa36PIiLSDihIiYhEOGvtC9ba8QQ/6FvgLwctsgs40PHOGBNHcGhai4WGsb0O3A10stamAu8BphkvTwvNedqvG7AT2EswrA201qaGLilNOuwdfPQM4F/AGoJd9ZKB25tZQ2tsA/7QpMZUa228tfbFJsscXOurwGnGmK4Ej0y9AK3+PYqISDugICUiEsGMMf2NMRNDH8xrCQaSwEGLvQZMMcaMDTVkuJOj/8DuIziUsAhoNMacBZzxzS/5mruMMT5jzMkE5we9aq0NAI8RnCOUHfq5co0x3wq9ZjeQYYxJabKeJKAcqDTGHAf86Ch/nm+yG2h6zqnHgBuMMaNMUIIx5tv750AdirW2CJgJPAVsttauDj3V2t+jiIg4TEFKRCSyxRBs1LCX4DC1bOBXTRew1q4EbiE412kXUEmw0UFdSzcWmr/0Y+AVoITgcLW3m/nywtBrdhKcj3SDtXZN6LlfEGz2MD80VG8G0D+0zTXAi8Cm0JC6HODnoW1XEAw4L7f0Z2mGO4GnQ9u82FqbD/wA+Gfo59gAXN2M9bwATKbJsL5W/h5FRKQdMNYeasSEiIhEK2NMIlBKcFjcZqfrERERiUQ6IiUi0gEYY6YYY+JDc5TuBpZzUJt0ERERaT4FKRGRjuE8gkPqdgJ9gUtsmIckhE62W3mIy/vh3M4Rajj5MDVUtlUN4WSM6XaYnycQuhzquW5O1y0i0hFoaJ+IiIiIiEgL6YiUiIiIiIhIC3mc2nBmZqbt0aOHU5sXERERERH5LwsXLtxrrT3sSeH3cyxI9ejRg/z8fKc2LyIiIiIi8l+MMVuas5yG9omIiIiIiLSQgpSIiIiIiEgLKUiJiIiIiIi0kIKUiIiIiIhICznWbEJEREREoo8/YJm7cS/vryhkXWEFu8pqifW66JwSy5heGXxrYGf6dkpyukyRVlOQEhEREZFWs9Yyfdku/vLBGraX1JAU4+H4nGRG9UynttHP5r3V3P3ROu7+aB2Tj8/mZ2f05/guyU6XLXLUFKREREREpFX2VNRy20tLmLtxHwO6JPPg945n0vHZxHrdX1uuqKKOFxZs5am5m5nywGx+PKkvN57WG49bs00k8hhrrSMbHj58uNV5pEREREQi26KtJdzw7ELKaxv4zTkDuGREN9wu842vKamq5463V/L20p2c2i+LBy87icQYfb8v7YMxZqG1dviRllP8FxEREZEG9hFfAAAgAElEQVSjMnfDXi57bAFxPjdv3DiOy0Z1P2KIAkhL8HH/pUP50wUnMHvDXi5+eB77KuvaoGKR8FGQEhEREZEWm7thL9dM+4q89DhevWHMUc13unRkN564ajgbiyq58skvKa9tOAaVihwbClIiIiIi0iJrCyv44bML6Z4Rz0vXjyE7Kfao13Va/2wevmIYawsruG7aV9Q1+sNYqcixoyAlIiIiIs22t7KOa6d9RZzPzVPXjCQ9wdfqdU7on809U4fwVUEJd7y1Eqfm8Iu0hGb1iYiIiEiz+AOW215awt7KOl7/0VhyU+PCtu5zB+ewtrCcBz/byKDcFC4f3T1s6xY5FnRESkRERESa5cHPNjB7w17uOncgg3JTwr7+n57en9P6Z/G76atYU1ge9vWLhJOClIiIiIgc0aKtJdw3Yx3fGZLD1BF5x2Qbbpfh7u8OJjnWw20vLaG2QfOlpP1SkBIRERGRb1Tb4Ofnry6lc3Isv//OIIw5covzo5WZGMPfLhrMmsIK7vl43THbjkhrKUiJiIiIyDe69+N1bCqq4s8XnkhSrPeYb2/CcdlcOrIbj8/axPLtZcd8eyJHQ0FKRERERA5rbWEFj8/ezCUj8jilX1abbfeXZx1HRmIMv/z3Mhr9gTbbrkhzKUiJiIiIyCFZa7nj7RUkxXr4xZnHtem2U+K83HXuQFbuLOfpeVvadNsizaEgJSIiIiKHNH3ZLuZvKubnZ/QnLQzni2qpswZ15uS+mfxjxjpKqurbfPsi30RBSkRERET+S1VdI394dzUDc5K5dGQ3R2owxvCbcwZQWdfIfTPUeELaFwUpEREREfkv/5q5kcLyWn533kDcrmPXpe9I+nVK4rJR3XluwVbW765wrA6RgylIiYiIiMjX7Cmv5YnZm5kyOIdh3dOdLoefnN6PeJ+bP7y32ulSRA4Ia5AyxriNMYuNMdPDuV4RERERaTsPfLqBBn+An53ez+lSAEhP8HHrpL7MXFvEnA17nS5HBAj/EalbAX1VICIiIhKhtu6r5sUvtzJ1RB49MhOcLueAy0d3p0tKLH//aC3WWqfLEQlfkDLGdAW+DTwernWKiIiISNu65+O1eNyGH0/q63QpXxPrdXPzxD4s2lrKzHVFTpcjEtYjUvcB/wsc9oxpxpjrjTH5xpj8oiL9AYiIiIi0J2sKy3lr6U6uHtuTTsmxTpfzX747LI+89Dju+WidjkqJ48ISpIwx5wB7rLULv2k5a+2j1trh1trhWVltd2ZsERERETmyf366gXivmxtO7eV0KYfk87j48cS+LN9RxkerdjtdjnRw4ToiNQ441xhTALwETDTGPBemdYuIiIjIMbapqJJ3l+/iijE9SI1v+5PvNtf5Q3PplZnAvR/rqJQ4KyxBylr7K2ttV2ttD+AS4FNr7eXhWLeIiIiIHHv/mrkRn9vFdeN7Ol3KN/K4Xdw0oQ9rCiv4bO0ep8uRDkznkRIRERHp4LaXVPPG4h1cOrIbWUkxTpdzROcOySE3NY6HPtvodCnSgYU9SFlrZ1przwn3ekVERETk2Hjk800YA9ef0j7nRh3M63bxg5N7kr+lhK8Kip0uRzooHZESERER6cD2lNfycv42LjypKzmpcU6X02xTR3QjPcHHQ59tcLoU6aAUpEREREQ6sMdnb6bRH+CGU3s7XUqLxPncXDO2B5+tLWL1rnKny5EOSEFKREREpIMqr23g+flbmDI4hx6ZCU6X02JXjulBgs/Nw59rrpS0PQUpERERkQ7qtfztVNX7+f74yJgbdbCUeC+Xje7OO0t3snVftdPlSAejICUiIiLSAQUClmfmFXBSt1RO6JridDlH7fvje+JxuXh89ianS5EORkFKREREpAP6fF0RBfuquXpc+z5v1JFkJ8cyZXAOry3cTllNg9PlSAeiICUiIiLSAT01t4BOyTGcNaiz06W02jXjelBd7+eVr7Y5XYp0IApSIiIiIh3MxqJKvlhXxGWjuuN1R/7HwUG5KYzqmc60uQU0+gNOlyMdROT/5YiIiIhIizwztwCf28WlI7s5XUrYXDu+JztKa/h41W6nS5EOQkFKREREpAMpr23gtYXbOWdwF7KSYpwuJ2wmH9+JvPQ4npyz2elSpINQkBIRERHpQPa3PL9mbGQ3mTiY22W4emxPviooYdn2UqfLkQ5AQUpERESkg4iWlueHc/HwriTGeHhqToHTpUgHoCAlIiIi0kFES8vzw0mK9fLd4V2Zvmwnu8trnS5HopyClIiIiEgHEU0tzw/n6rE9aAxYnpu/xelSJMopSImIiIh0ANHW8vxwumckMPn4Tjy/YCu1DX6ny5EoFr1/RSIiIiJyQDS2PD+ca8b1oLiqnreX7nS6FIliClIiIiIiUa4iSlueH86YXhn075TE03MLsNY6XY5EKQUpERERkSj32sJgy/Orx/ZwupQ2YYzhqrE9WLmznPwtJU6XI1FKQUpEREQkigUClqfnBluen9g11ely2sx3huaQEudl2twCp0uRKBW2IGWMiTXGfGmMWWqMWWmMuStc6xYRERGRoxPtLc8PJ97nYeqIPD5YUciushqny5EoFM4jUnXARGvtYGAIcKYxZnQY1y8iIiIiLTRtbgHZSdHd8vxwrhjdHWstz8/f6nQpEoXCFqRsUGXorjd00ew+EREREYdsLKrk83VFXD46ulueH05eejyTju/EC1+qFbqEX1j/oowxbmPMEmAP8LG1dsFBz19vjMk3xuQXFRWFc9MiIiIicpCO1PL8cK4ZG2yFPn3ZLqdLkSgT1iBlrfVba4cAXYGRxphBBz3/qLV2uLV2eFZWVjg3LSIiIiJNdLSW54czpncG/TolMm3uZrVCl7A6Jsd4rbWlwGfAmcdi/SIiIiLyzTpay/PD2d8KfcWOchZtVSt0CZ9wdu3LMsakhm7HAacDa8K1fhERERFpno7a8vxwzh+aS3Ksh6fmFDhdikSRcB6R6gJ8ZoxZBnxFcI7U9DCuX0RERESa4fP1HbPl+eE0bYVeWFbrdDkSJcLZtW+ZtXaotfZEa+0ga+3vwrVuEREREWm+aXM6bsvzw7lidA/81vL8gi1OlyJRouP1wRQRERGJYh295fnhdMuIZ9JxnXhhwVbqGtUKXVpPf10iIiIiUeTZeVs6fMvzw7l6bA/2VdUzfalaoUvrKUiJiIiIRImK2gZezd/GOSd27JbnhzOuTwZ9shOZNrdArdCl1RSkRERERKLE/pbnV3XwlueHs78V+vIdZSzaWup0ORLhFKREREREokAgYHlm3hZO6pbK4Dy1PD+cC4bmkhTr4em5BU6XIhFOQUpEREQkCny+vojNe6vU8vwIEmI8XDw8j/eW72J3uVqhy9FTkBIRERGJAmp53nxXjukeaoW+1elSJIIpSImIiIhEuE1qed4i3TMSmNg/mxcWbFErdDlq+ksTERERiXBPzy1Qy/MWunpcD/ZW1vPecrVCl6OjICUiIiISwcpqGnh14XamDM5Ry/MWGN8nk95ZCUybU+B0KRKhFKREREREItgrX22jut7PNeN6OF1KRDHGcPXYHizdXsbirSVOlyMRSEFKREREJEI1+gNMm1vAyJ7pDMpNcbqciHPBSV1JivEwTa3Q5SgoSImIiIhEqBmrd7OjtIZr1fL8qCTEePhuqBX6HrVClxZSkBIRERGJUE/OLqBrWhynD+jkdCkR68ox3WkMqBW6tJyClIiIiEgEWrGjjC8Lirl6bA/cLuN0ORGrR2YCE/pn8/yCrdQ3BpwuRyKIgpSIiIhIBHpyzmYSfG4uHpHndCkR76qxPdhbWadW6NIiClIiIiIiEWZPRS3vLN3JRcO6khzrdbqciHdyn0x6ZSWo6YS0iIKUiIiISIR5fv5WGvyWq9VkIixcLsNVY3qwZFspS7aVOl2ORAgFKREREZEIUtvg57n5W5h4XDY9MxOcLidqXDisK4kxHp7WUSlpprAFKWNMnjHmM2PMKmPMSmPMreFat4iIiIgEvb5oO/uq6vnByb2cLiWqJMZ4uGhYV6Yv28meCrVCl//P3n2HSVXdfxx/n2k72wssvSwdARVkUapiDUYNxmjQRIwVa6KJMdEkpmiKP2OJsUSwt6hgwZIYsaCi1AVBpPe69O1t2vn9sSMiouzC7N7Zmc/reeaZmTt373x3z87c+cw599yDi2WPVAi40VrbDxgKXGuM6RfD7YuIiIgktXDE8shHazm6UzZDu+c5XU7C+cnwAoJhy7OzNRW6HFzMgpS1tthauyB6uwJYBnSM1fZFREREkt3bS7axfnc1V57QA2M05XmsdWudzqn92vL0rPVU1YWcLkfiXJMcI2WMKQAGAXP2Wz7BGFNkjCnauXNnUzy1iIiISEKy1jLxwzV0bZXGd/q3c7qchHX16B6UVgd5Yd4mp0uROBfzIGWMyQBeBm6w1pbv+5i1dpK1ttBaW5ifnx/rpxYRERFJWLPX7mHR5jKuGNVdJ+BtQsd0yWVo9zwenbFWJ+iVbxXTIGWM8VIfop6z1r4Sy22LiIiIJLOJH62hdYaPcwd3crqUhHf16J4Ul9Xy2sItTpcicSyWs/YZ4DFgmbX2nlhtV0RERCTZLSsu54MVO7l4eAF+r9vpchLe8b1a0699Fg9/uIZIxDpdjsSpWPZIjQDGAycZYxZGL9+N4fZFREREktK/PlhDms/NhUO7Ol1KUjDGcPXoHqzZWcW0pdudLkfilCdWG7LWfgxowK6IiIhIDK3eUckbn21lwvHdyUnzOV1O0jh9QDu6tkrjXx+u4Tv922qWRPmaJpm1T0RERERi48Hpq/F73DoBbzPzuF1MOL47izaVMmPVLqfLkTikICUiIiISp9btquK1hVu4cGgXWmekOF1O0jl3cCc6ZPu5992VWKtjpeSrFKRERERE4tQD76/G53Ex4fgeTpeSlFI8bq49qSefbizlw5U6B6p8lYKUiIiISBzasLuKqQu38OPjupKfqd4op5w3uDMdc1K5991V6pWSr1CQEhEREYlDD05fjcdluPJ4HRvlJJ/HxXUn9WTRplI+WKFeKfmSgpSIiIhInNm4u5pXFmzhgmO70CbL73Q5Se/cwZ3olJuqY6XkKxSkREREROLM3e+swOOuP5eROM/rdvGzk3rx2eYy3lu2w+lyJE4oSImIiIjEkSVby3ht4VYuHdGNtuqNihvfP6YjXfLSuPudlUQi6pUSBSkRERGRuPL3t1eQnerlyhPUGxVPvG4XN57Wm2XF5UxduMXpciQOKEiJiIiIxInZa3fzwYqdXDO6B9mpXqfLkf2cdVQHjuyYzd3TVlIbDDtdjjhMQUpEREQkDlhrueOt5bTL8vOT4QVOlyMH4HIZbjm9L1tKa3h61nqnyxGHKUiJiIiIxIHXF21l4aZSfnFqb/xet9PlyDcY3rM1o/vk88D7qymtDjhdjjhIQUpERETEYdWBEHe8tZwBHbM4d3Anp8uRg7j59L5U1IW4771VTpciDlKQEhEREXHYxA/XUlxWy+/P7I/LZZwuRw6ib7ssLji2C0/P2sCKbRVOlyMOUZASERERcdDW0homfrSGM45qz7Hd8pwuRxroptP6kJHi4Y+vL9FJepOUgpSIiIiIg/7yn2VYC7ec3tfpUqQRctN9/PK03sxau5v/Lt7mdDniAI/TBYiISAIpesLpChqv8BKnK2i8pvo7t8S/RQs3ffkO/rO4mBtP7U2n3DSny5FG+tFxXfn33E385T9LObFvPmk+fbROJmptERFJbgol4pCaQJhbX/ucnm0ymHBCd6fLkUPgdhluG9uf8x6exd3TVnLrmf2cLkmakYb2iYiIiDjgvvdWsbmkhr+cPYAUj6Y7b6mGFOTx4+O68MQn61i4qdTpcqQZxaxHyhjzOHAmsMNaOyBW2xURkRhricPvWiL9nb9KPX9fsXRrOY/OWMu4ws4c172V0+XIYfr16X15b9kObn75M16/biQ+j/oqkkEsW/lJYEwMtyciIiKScOpCYX4xeSE5aT5u1gQTCSHL7+X2swewfFsFEz9c43Q50kxi1iNlrf3IGFMQq+2JiIhIM1MvWrO4791VLN9WwWM/KSQ33ed0ORIjp/Zry5lHteef76/ixL5tGNAx2+mSpIk1a7+jMWaCMabIGFO0c+fO5nxqEREREcfN31DCwx+u4YeFnTj5iLZOlyMxdvvYAeSl+7jhxYXUBMJOlyNNrFmDlLV2krW20FpbmJ+f35xPLSIiIuKoqroQv5yyiPbZqZrdLUHlpvu467yjWb2jkr+9tczpcqSJ6Ug4ERERkSZmreU3ry5mw+4q7v7h0WT6vU6XJE1kVK98Lh3RjadnbeD95dudLkeakM4jJSLJoSXOGKbjVUQSxr/nbuS1hVu56Tt9GKpZ+hLer8b0YeaaXfxi8iLeuG4knfN0suVEFLMeKWPM88AsoI8xZrMx5rJYbVtERESkpfp8Sxl/en0pJ/TO5+oTejhdjjQDv9fNwxcOJhyxXP3cfGqDOl4qEcVy1r4LYrUtEZEWQ71GIvItdlXWceUz88lL93HvuIG4XMbpkqSZFLRO5x/jBnLZU0XcOvVz7jz3KIxR+ycSHSMlIiIi0gRqg2EmPF3E7qo6Jl00mDxNdZ50Tj6iLT87qSdT5m/miU/WO12OxJiOkRIREZGWqyl7hQ/jGEhrLTe//BkLNpby0I+P4ahOOTEsTFqS60/pzYrtFdz+n6V0yEllzIB2TpckMaIeKREREZEYu3vaSqZGJ5f47pHtnS5HHOR2Gf4xbhADO+dw/QufMn9DidMlSYwoSImIiIjE0MMfruGB6as5f0hnrhmtySUEUn1uHr2okHbZfi5/ah7Lt5U7XZLEgLHWOvLEhYWFtqioyJHnFpE4pYkbRKSFe2ZNKrd+msn3Otdy77HluA80t0BTnjZB4tqG3VX8cOIsQmHL8xOG0rttptMlyQEYY+ZbawsPtp6OkRKRxlPgERH5mqdXp/L7hZmc0r6Ou4d8Q4iSpNa1VTrPXzGU8yfN5kePzOaFCUPp2UZhqqVSkBJJVAo7IiLNwlq4f1ka9yzN4JT2dTwwtAyvDp6Qb9A9P4N/XzGUCx6ZzQ8nzubxi4cwsLMmI2mJ9DIXEREROURhC7ctyuCepRmc07WGh4eV4Xc7XZXEu55tMphy5TAyUjxcMGk27y/f7nRJcggUpEREREQOQVnAcOnH2TyxOo1LelZzV2EFHn2ykgYqaJ3Oy1cPp2ebDK54ej5PfrIOp+YukEOjySZEnKYheCIiLc7qcjcTZmazscrNbYMq+FH3WqdLqqeJLFqcqroQ17/wKe8u28HYgR342zlHkubT0TdOauhkE/reRERERKSBrK2fme/M9/IoC7r49/Gl8ROipEVKT/EwaXwhvzytN68v2srZD37CsmJNj94SqEdKpCHUayQikvS217j4zYJM3itOYVTbOu4qrKBtasTpspqHerqaxYxVO/n5i4soqwlw/cm9uOqEHnjc6vdobuqREhEREYmBUAQeX5XKyW/nMWO7j98fXcFTI8uSJ0RJsxnVK59pPz+eMQPac9e0lZz90CfM37DH6bLkG2gApiQW9RyJiEiMWAsfbPNx5+fpLCvzcnzbOm4bVElBRtjp0iSB5aX7uP+CQZw+oB23vbGUH/xrFmMHduBXY/rSMSfV6fJkHwpSIiIiIvuwFmbt9HLvknTm7fbROT3Mg0PL+G7HOoxOsivN5LtHtmd0n3z+9cEaJn60lv8uLua8ws5cM7oHnXLTnC5PUJASERERAaA2DP/Z7OfRlaksK/PSxh/m9kEVjOtWg08HQ4gD0nwebjytD+cf24WHpq9mctEmJs/bxOlHtueiYV0p7JqLUbp3jCabkOan4XciIhInIhaKdnl5daOfNzenUBF00SsrxOW9qhnbpVYn1/2CJpuIC1tLa3h0xjqmzN9ERW2Ivu0yGTuwI2ce1Z7OeeqlipWGTjahICXNT0FKREQcVB2CWTt8TN/mY/q2FLZUu0l1W8Z0rOMHXWsY0SaoIXzNSSGt0aoDIaZ+upXJRZtYuKkUgIGdczitf1tG9cynX4cs3C79Ex8qBSmJXwpSIiLSjHbWGj7d4+XT3V4W7Pby6R4vgYghzR1heJsg3+1Ux3c61pHuceYzUdJTkDosm/ZU85/Fxbz52VY+31J//qmcNC/De7TimC65HNUphwEds3SS30ZwJEgZY8YA9wFu4FFr7R3ftG7SBammCg9N+eajwCMiIi1EVchQXO2iuMbFugoPqyrcrCr3sLrcw666+gOcPMbSPyfEkNZBRrerY0jrICkaupe4kjCg7aioZebq3Xy8ehez1uxmS2kNAC4D3fMz6N46vf46P50e+el0zEmjdYZP56raT0ODVMyiqTHGDTwInApsBuYZY1631i6N1XPIASjsiIhIC2ct1EWgNmyoCRlqw4baMNFrQ1XIUBZ0URowlAVclAXq7++pM2yvcVNc46I8+NUPgpmeCD2zwpzUvo7eWSGOzgtxZG5QxzxJQmuT6efsQR05e1BHAHZW1PHZ5lIWbS5jeXE5a3dVMX3FDoLhLztSXAZaZ6TQNstP2yw/rTN8ZKd6yUr1kuX31F9Hb6d43Pi9LlI8blK8LvxeNykeFz63KyknvYhlH9+xwGpr7VoAY8wLwFig5QQphRIREZFGW7THw+8+zSQUgYg1hG39JA5hCyFr9t6OWENo720IRx8LRBr3ASzLGyHbZ8nxReiSEWZofoB2qRE6pIVplxqhICNMG39ExzklO32uIx84GTg5Fzi1vocuFI6wqaSGdbsqKS6rZXtZLdvL69hWXsvmkmoWbiqlojZIXajhJ5w2BlI8LjwuFy4DbpfB7TK4zFev916MweUyuF2Qk+rj2cuPa5Lfv6nFMkh1BDbtc38z8JW/ijFmAjAherfSGLOiAdttDeyKSYUSK2qT+KL2iD9qk/ijNokvao/4ozaJL03QHpfGdnMx9NwVTlfwNV0bslKzHnVmrZ0ETGrMzxhjihoyRlGaj9okvqg94o/aJP6oTeKL2iP+qE3ii9qjZYjlkWVbgM773O8UXSYiIiIiIpJQYhmk5gG9jDHdjDE+4Hzg9RhuX0REREREJC7EbGiftTZkjLkOeJv66c8ft9YuicGmGzUUUJqF2iS+qD3ij9ok/qhN4ovaI/6oTeKL2qMFcOyEvCIiIiIiIi2Vzr4lIiIiIiLSSApSIiIiIiIijRQ3QcoY81NjzHJjzBJjzJ0HeLyPMWbhPpdyY8wN0cf+aIzZss9j323+3yDxHKxNouusN8Ysjv7di/ZZnmeMeccYsyp6ndt8lSemBrxGOhtjphtjlkbXuX6fx/QaaQINfI2MMcasMMasNsbcvM/ybsaYOdHlL0Yn6ZFD1JD/ce1HmldD/6bajzSfBr5OtC9pJo14jWg/Eqfi4hgpY8yJwG+BM6y1dcaYNtbaHd+yvpv6qdWPs9ZuMMb8Eai01t7VPBUnvoa2iTFmPVBord213/I7gT3W2juiL/pca+2vm6P2RNSQ9jDGtAfaW2sXGGMygfnA2dbapXqNxF4D28QNrAROpf4k5fOAC6JtMhl4xVr7gjHmYWCRtfZfzfxrJIzG/o9rP9L0Gvo31X6k+TSkTbQvaT4NbA/tR+JYvPRIXQ3cYa2tA/i2EBV1MrDGWruhyStLXo1tk/2NBZ6K3n4KODuGtSWjg7aHtbbYWrsgersCWAZ0bNYqk0tDXiPHAquttWuttQHgBWCsMcYAJwEvRdfTa6T5aT8S/7QfcYD2JXFH+5E4Fi9BqjcwKto9+aExZshB1j8feH6/ZdcZYz4zxjyu7v+YaGibWGCaMWa+MWbCPsvbWmuLo7e3AW2bstgk0KjXiDGmABgEzNlnsV4jsdWQNukIbNrn/uboslZAqbU2tN9yOTyN+R/XfqR5NORvqv1I82rw/7n2Jc3iYH9P7UfiWLMFKWPMu8aYzw9wGUv9+azygKHATcDkaNI+0HZ8wPeAKfss/hfQAxgIFAN3N+Xvkihi1CYjrbXHAKcD1xpjjt9/BVs/ftT5MaRxLoavkQzgZeAGa215dLFeI4cgVm0isXGQ9mjw/7j2I7ETozbRfiSGYvg60b4kBmLVHhKfYnZC3oOx1p7yTY8ZY66mfoynBeYaYyJAa2DnAVY/HVhgrd2+z7b33jbGPAK8GbPCE1gs2sRauyV6vcMY8yr1XdAfAduNMe2ttcWmfrx1Y4cGJp1YtIcxxkv9ju85a+0r+2xbr5FDEIM22QJ03ud+p+iy3UCOMcYT/Tbxi+XyLb6tPfbVgP9x7UdiJBZtov1IbMWiTbQviZ0YtIf2I3EsXob2TQVOBDDG9AZ8wK5vWPcC9huOEX2D/cL3gc+boMZkc9A2Mcakm/oDUTHGpAOn8eXf/nXgJ9HbPwFea4aaE1lD2sMAjwHLrLX37PeYXiOx15D3rXlAL1M/s5KP+uFkr0fD13Tg3Oh6eo0cpkb+j2s/0gwa8jfVfqR5NbBNtC9pJg38e2o/Es+stY5fqP8A8iz1/0ALgJOiyzsA/91nvXTqE3j2fj//DLAY+Iz6N972Tv9OLf3SkDYBugOLopclwG/3+flWwHvAKuBdIM/p36klXxrYHiOpH/ryGbAwevlu9DG9Rhxok+j971I/49Ka/V4j3YG5wGrqh5ilOP07teTLN/2Paz8S322i/Uhcton2JXHUHtH72o/E6SUupj8XERERERFpSeJlaJ+IiIiIiEiLoSAlIiIiIiLSSApSIiIiIiIijaQgJSIiIiIi0kgKUiIiIiIiIo2kICUiIiIiItJIClIiIiIiIiKNpCAlIiIiIiLSSApSIiIiIiIijaQgJSIiIiIi0kgKUiIiIiIiIo2kICUiIiIiItJIClIiIiIiIiKNpCAlIiItmjHmj8aYZ52uQ0REkouClIiIJC2FMBEROVQKUiIiIiIiIo2kICUiIqjPxqEAACAASURBVE3KGLPeGHOTMeYzY0yVMeYxY0xbY8xbxpgKY8y7xphcY8xoY8zmA/zsKQ14Gr8x5sXo9hYYY47eZxsdjDEvG2N2GmPWGWN+Fl0+BvgNMM4YU2mMWRRdfokxZll0W2uNMVfG8M8hIiIJQkFKRESaww+AU4HewFnAW9SHmHzq90U/O8ztjwWmAHnAv4GpxhivMcYFvAEsAjoCJwM3GGO+Y639H/BX4EVrbYa19ovwtQM4E8gCLgHuNcYcc5j1iYhIglGQEhGR5nC/tXa7tXYLMAOYY6391FpbC7wKDDrM7c+31r5krQ0C9wB+YCgwBMi31t5mrQ1Ya9cCjwDnf9OGrLX/sdausfU+BKYBow6zPhERSTAepwsQEZGksH2f2zUHuJ9xmNvf9MUNa20kOkSwA2CBDsaY0n3WdVMf5g7IGHM68Afqe89cQBqw+DDrExGRBKMgJSIi8aKK+tACgDHGTf3Qv4bovM/PuYBOwFYgBKyz1vb6hp+z+94xxqQALwMXAa9Za4PGmKmAaegvISIiyUFD+0REJF6spH7SiDOMMV7gd0BKA392sDHmHGOMB7gBqANmA3OBCmPMr40xqcYYtzFmgDFmSPTntgMF0fAF4Is+504gFO2dOi02v56IiCQSBSkREYkL1toy4BrgUWAL9T1Um7/1h770GjAOKAHGA+dYa4PW2jD1E0cMBNYBu6Lbz47+3JTo9W5jzAJrbQX1E19Mjm7rR8Drh/mriYhIAjLW2oOvJSIiIiIiInupR0pERERERKSRFKRERCTuRU/eW3mAy2+crk1ERJKThvaJiIiIiIg0kmPTn7du3doWFBQ49fQiIiIiIiJfM3/+/F3W2oOefsOxIFVQUEBRUZFTTy8iIiIiIvI1xpgNDVlPx0iJiIiIiIg0koKUiIiIiIhIIylIiYiIiIiINFJMj5EyxuRQf8b4AYAFLrXWzorlc4iIiDRGbTBMeU2Q8togZTUhKmqDGGPwugxejwuPy5CR4qFNlp8svwdjjNMli4hICxDrySbuA/5nrT3XGOMD0mK8fRERkQPaUV7Lgo0lrNlZxdqdVazbVcm6XVWUVAcbvI1Ur5t22X7aZfnp3TaDfh2y6N8hm15tM0jxuJuwehERaWliFqSMMdnA8cDFANbaABCI1fZFRET2tWF3FTNW7WL+hhKKNuxh056avY+1y/LTrXU6Ywa0p1NuKtmpXrJSvWT5PWT6vQAEwxFCYUswHKGiLsT2slq2lddftpbW8NL8zVTNCgPgcRmOaJ/FyF6tGdWzNYMLchWsRESSXMxOyGuMGQhMApYCRwPzgeuttVX7rDMBmADQpUuXwRs2NGhmQREREay1fL6lnGlLtzFtyXZWbK8AoHVGCoVdcyksyOWYrrn0aZtJesrhf08YiVg27qlmydZylmwto2hDCQs2lBCKWPxeF8d1a8XpA9px+oD2ZKd5D/v5REQkPhhj5ltrCw+6XgyDVCEwGxhhrZ1jjLkPKLfW3nqg9QsLC63OIyUiIgezuaSaKUWbeWn+ZraU1uAyMKQgj9P6t+Okvm0oaJXWbMc1VdaFmLN2NzNW7WL6ih1s2F2N120Y3acNYwd24OS+bUn1qadKRKQlcyJItQNmW2sLovdHATdba8840PoKUiIi8k0CoQjvLN3OC/M28vHqXQCM7Nma7x3dgZOPaEteus/hCut7yBZvKeO1hVt5Y9FWdlTUkeX3MG5IZy4aVkDnPB0mLCLSEjV7kIo+6QzgcmvtCmPMH4F0a+1NB1pXQUpERPZXWRfi+TkbeezjdWwrr6VDtp/zCjtzXmEnOuXGbzAJRyyz1+7m33M38r/PtxGxlpP7tuWSEQUM79FKMwGKiLQgDQ1SsZ6176fAc9EZ+9YCl8R4+yIikoB2VtTx5Mx1PDNrA+W1IYZ2z+Ov5wzghN5tcLviP4S4XYYRPVszomdristqeG72Rp6fu5F3l23n6E7Z3HBKb0b3yVegEhFJIDHtkWoM9UiJiEhZTZCHP1zDE5+soy4U4Tv92nHV6B4M7JzjdGmHrTYYZuqnW3jwg9Vs2lOjQCUi0kI4MrSvMRSkRESSV20wzNOz1vPg9DWU1QQZO7ADPzu5Fz3yM5wuLeaC4QivLNjM/e+vZnNJDYO65HDrmf04pkuu06WJiMgBKEiJiEjcsdby2sKt/N//llNcVssJvfP51Zg+9O+Q7XRpTS4QivDygs3c+85KdlTUMXZgB349pi8dclKdLk1ERPahICUiInFlxbYKbn3tc+au28NRnbK5+fS+DO/R2umyml1VXYiHP1zDpI/WYgxMOL4HV5/QQ9Omi4jECQUpERGJC5V1Ie57dyWPf7KeTL+HX4/py7jCzrhawCQSTWlzSTX/978VvLFoK13y0vjL9wcwqle+02WJiCQ9BSkREXHc+8u385tXPmd7RS3nD+nMTd/pGxfngIons9bs5revLmbtrirOGdSR353ZT38jEREHKUiJiIhjyqqD3PbmUl5esJk+bTO54wdHMkiTK3yj2mCYB6ev5l8frCEr1csfzurH947uoNn9REQcoCAlIiKOeG/Zdm55ZTG7qwJcM7oH153UkxSPjv9piBXbKrj5lc/4dGMpZxzZnj+fPYBc9U6JiDQrp07IKyIiSaqqLsSf3ljC5KLN9G2XyeMXD2FAx8SfjS+W+rTL5KWrhjPxozXc+85K5q3fw53nHsXoPm2cLk1ERPbjcroAERFp+T7fUsZZ93/MlPmbuWZ0D16/bqRC1CFyuwzXjO7J1GtHkJPm5eIn5nHr1M+pCYSdLk1ERPahICUiIocsErE88tFavv/QJ1QHwvz78qH8akxffB7tXg5X/w7ZvH7dSK4Y1Y1n52zg7Ac/YfWOCqfLEhGRKO3pRETkkOyurOPiJ+fxl/8u48Q+bXjr+lEM69HK6bISit/r5rdn9OOpS45lV2UdZ93/CS/P3+x0WSIigoKUiIgcggUbSzjz/o+ZvXY3fz57ABPHD9akCE3o+N75/Pf6URzVKZsbpyzipimLNNRPRMRhClIiItJg1lqenrWecRNn4XEbXrl6OBcO7appuptB2yw/z11+HD87qScvLdjM2Q9+wvpdVU6XJSKStBSkRESkQaoDIW54cSG/f20Jo3rl8+Z1ozShRDPzuF384rQ+PH3psWyvqOV7D3zM9BU7nC5LRCQpKUiJiMhBbdpTzTkPzeSNRVu56Tt9ePSiQrLTvE6XlbRG9crnjetG0ik3jUufnMcD76/CqfNCiogkKwUpERH5VrPX7mbsg5+wtbSGJy45lmtP7InLpaF8Tuucl8bLVw9n7NEduGvaSq56dj6VdSGnyxIRSRoKUiIi8o2enb2BCx+dQ06al6nXjuCE3vlOlyT7SPW5uXfcQG49sx/vLtvBuf+aydbSGqfLEhFJCgpSIiLyNcFwhN9NXczvpn7OqF6tmXrtCLrnZzhdlhyAMYbLRnbjiYuHsKWkhrEPfsKiTaVOlyUikvAUpERE5CsqaoNc9lQRz87eyJUndOfRnwwhy6/joeLd8b3zeeWa4fi9LsZNmsV/Fxc7XZKISEIzTh2cWlhYaIuKihx5bhERObCtpTVc+uQ8Vu2o5K/fH8C4IV2cLqlhip6IzXYKL4nNdhy0u7KOCc/MZ/6GEm76Th+uGd1D09OLiDSCMWa+tbbwYOupR0pERABYsrWM7z/0CVtKanjykiEtJ0TJV7TKSOG5y49j7MAO/P3tFfxyymfUhXTyXhGRWPM4XYCIiDhv+vIdXPfvBWSneply9TD6tstyuiQ5DH6vm3+MG0j31hnc++5KNpVUM2n8YHLSfE6XJiKSMNQjJSKS5J6ZvYHLnppHt/x0Xr12hEJUgjDGcP0pvbjv/IEs3FjKeQ/P0ox+IiIxpCAlIpKkrLX87a1l3Dr1c0b3acOLE4bRNsvvdFkSY2MHduTJS4ewrayWcx6ayYptFU6XJCKSEBSkRESSUCgc4ZdTPmPih2u5cGgXJo0fTHqKRnsnquE9WjP5qmFErOW8h2cyZ+1up0sSEWnxFKRERJJMbTDMlc/M5+UFm/n5Kb25fewAPG7tDhLdEe2zeOWa4bTOTGH843N5S9Oji4gcFn39KCKSRMpqglz+1DyKNpRw+9kDGD+0q7MFxWracmmQTrlpvHzVcC57ah7X/HsBf/pefy4aVuB0WSIiLZK+ghQRSRI7ymsZN3EWCzeVcv8Fg5wPUeKI3HQfz10+lJP7tuH3ry3hrrdX4NQ5JUVEWjL1SImIJIH1u6oY//gcdlcGeOLiYxnZq/Whb0y9SC1eqs/NwxcO5ndTP+eB6asprQlw2/cG4HLpxL0iIg2lICUikuA+31LGxU/MJWLh+SuGcnTnHKdLkjjgcbv42zlHkp3qZeJHa6msDfH3847Gq+PlREQaREFKRCSBzVqzmwlPF5GV6uWpYzfTc/ursN3pquJYLHvbCi+J3baaiDGGm0/vS1aql7+/vYLKuhAP/OgY/F6306WJiMQ9fe0kIpKg3l6yjZ88MZd22X5eunoYPbPCTpckccgYw7Un9uT2sf15d9kOLn5iLpV1IafLEhGJewpSIiIJaOqnW7jmuQX075DFlKuG0T471emSJM6NH1bAP8YNZN76En78yGxKqgJOlyQiEtcUpEREEszzczfy88kLObYgj2cvO46cNJ/TJUkLcfagjky8cDDLtlXww4mz2F5e63RJIiJxS0FKRCSBPPbxOm55ZTGje+fzxCVDSE/RobDSOKf0a8uTlwxha2kN5z48k427q50uSUQkLplYnjvCGOMGioAt1tozv23dwsJCW1RUFLPnFhFJdg+8v4q7pq3k9AHtuO/8Qfg8+31XpmnLWyaHJq1YtKmUnzwxF5/bxTOXHUefdpmO1CEi0tyMMfOttYUHWy/WPVLXA8tivE0REfkW1lru/N9y7pq2knMGdeT+Cw4QokQa6ejOOUy+chgA4ybN4rPNpQ5XJCISX2I25sMY0wk4A/gL8ItYbVdEpEWKVe/PQXojIhHLbW8u5cmZ6/nxcV24faxOqiqx07ttJi9dNZwfPTqbHz0yhycuGcKQgjynyxIRiQux/MryH8CvgMg3rWCMmWCMKTLGFO3cuTOGTy0iknzCEcstryzmyZnruXxkN/58tkKUxF6XVmlMuWoYbbJSGP/YHGas0v5bRARiFKSMMWcCO6y1879tPWvtJGttobW2MD8/PxZPLSKSlILhCD9/cSEvFm3iZyf34rdnHIExClHSNNpnpzL5ymF0a53BZU8W8faSbU6XJCLiuFj1SI0AvmeMWQ+8AJxkjHk2RtsWEZF91AbDXPPcAl5ftJWbT+/LL07trRAlTa51RgovXDGUfh2yuOa5Bby2cIvTJYmIOComQcpae4u1tpO1tgA4H3jfWnthLLYtIiJfqgmEueLpIt5Zup3bxvbnqhN6OF2SJJHsNC/PXn4cQwpyueHFhTw/d6PTJYmIOEYnGBERiWf7TFpRETRc9kk2Rbu8/L2wgvO80+tPOCHSjDJSPDx5ybFc9ex8bnllMdWBMJeN7OZ0WSIizS7m8+Naaz842DmkRESkcUoDhgs/ymHBbi/3HVfOeQW1TpckSczvdTNpfCGnD2jH7W8u5f73VhHL81KKiLQEOtGIiEic21lrOP/DXJaVeXh4WBlnda5zuiQRfB4X918wiHOO6cjd76zkjv8tV5gSkaSioX0iInGsuNrFj2fkUFzt5vERpYxsG3S6JGlusTonGRz0vGSN5XG7uOvco0nzuZn44Vqq68L86Xv9NQ2/iCQFBSkRkTi1qcrFjz7KpaTO8PSoUoa0VoiS+ONyGW4fO4D0FA8TP1xLVSDEnT84Co9bg15EJLEpSImIxKHV5W4unJFDTcjw3PGlHJ0XcrokkW9kjOHmMX3J8Hm4+52V1ATC3Hf+IHwehSkRSVx6hxMRiTNLSj2M+zCXUAReHF2iECUtgjGGn57ci9+dcQRvfb6NCc8UURsMO12WiEiTUZASEYkjC3Z7uODDHFJclsmjS+mbrQ+i0rJcPqo7fzvnSD5cuZOLn5hLZZ2+CBCRxKShfSIicWLWDi+XfZJNvj/Cc8eX0ik94nRJkmhiNXHFQSatuODYLqT53Pxi8iIufHQOT11yLNlp3tg8t4hInFCPlIhIHJhe7OPij3PomB5hymiFKGn5xg7syL9+fAxLt5Zz/iOz2VWpaftFJLEoSImIOOytzSlMmJlNr6wQL55QQptUhShJDKf1b8djFxeyblcl4ybOorisxumSRERiRkFKRMRBL2/wc+3sLI7KC/LvE0rJS9EJTSWxjOqVz9OXHsf28jrOe3gWG3dXO12SiEhMKEiJiDjkmTWp3Dgvi2FtgjwzqpQsr0KUJKZju+Xx7yuOo7IuxHkTZ7J6R4XTJYmIHDYFKRERB0xckcatn2ZySvs6HhtRSpqm/pEEd1SnHF6cMIxwBH44cTZLtpY5XZKIyGFRkBIRaUbWwj1L0vnb4gzO7FTLv4aV4Xc7XZVI8+jTLpMpVw3D73FxwaTZLNhY4nRJIiKHTEFKRKSZRCz8+bMM/rksnR8W1HDfceV49S4sSaZb63SmXD2cvHQfFz46h5lrdjldkojIIdEuXESkGQQj8Mt5mTy2Ko2Le1Zzx+AK3MbpqkSc0TEnlclXDqNTbiqXPDGP95dvd7okEZFG06h8EZF9xeqEpfuoCcF1c7J5rziFG/tXcl3faoxClCS5Nll+XpwwjIsen8uEp+dz3/mDOOOo9k6XJSLSYOqREhFpQmUBw0Uzcni/2Mftgyr46REKUSJfyE338dwVxzGoSw4/fX4BU4o2OV2SiEiDKUiJiDSRHbUuxn2Yw8I9Xu4/rpzxPXQyUpH9Zfm9PHXpsYzo2ZqbXvqMp2aud7okEZEGUZASEWkCGyrdnDs9l42Vbh4fWcqZneucLkkkbqX5PDxyUSGn9WvLH15fwt3TVmCtzqsmIvFNQUpEJMaWlnr4wfQcyoOG544vZVTboNMlicQ9v9fNQz8+hvOHdOb+91dzyyuLCYUjTpclIvKNNNmEiEgMzd3p5bKZ2WR4LM+PKqFXVtjpkkRaDI/bxd/OOZL8zBTuf381uyoDPPCjQfi9OtmaiMQf9UiJiMTIu1t9jJ+RQ74/wksnKkSJHApjDDee1ofbxvbnveXbGf/YHMqq1asrIvFHPVIiIjHw3Fo/ty7IpH9uiCdHltIqRcd3SAKL5WkCCi854OKLhhXQKj2Fn7+4kPMmzuSpS4+lfXZq7J5XROQwKUiJiBwGa+Hvn6fz0Ip0TmxXxwNDy0n3KESJNNi3hLIzgNwRXibMDPGDf7zDU6NKv7mn9xsCmYhIU9HQPhGRQxSIwM/nZfHQinQu6FbDI8PLFKJEYmx4myAvji4laOGc6bnM3OF1uiQREUBBSkTkkJQHDRfPyGHqRj+/7F/JX4+pwKN3VJEm0T8nxKsnltAuNcJPZuTw8ga/0yWJiChIiYg0VnG1ix9+kMvcXV7uHlLOdUdUY4zTVYkktk7pEV4aXcKQ1kFunJfFP5amoVNNiYiTFKRERBphaamH70/PZXOViydGlvKDrrVOlySSNLJ9lidHlfKDrjX8Y2kGNxZlEtCppkTEIZpsQkRavljOIPYt3tnq4/o5WWT5LJNHl9IvJ9QszysiX/K54K7CCrqmh7lnaQbF1W4eHlZGttOFiUjSUZASEec0UwA6XNbCxJVp/N/idI7MDfHI8DLapuprcBGnGAM/61dNp/QIvy7K5AfTc3m8TzVdWqU5XZqIJBEN7RMR+RZ1YbipKJM7Fmfw3U51vHhCiUKUSJw4p2stT40qZWeti7EPfsysNbudLklEkoiClIjIN9hTZxg/I4eXNqRy/RFVPHBcOanqxxeJK8PbBJl6Ugl56T7GPzaHZ2ZvcLokEUkSClIiIgewqtzN2PfzWLjHyz+PK+Pn/as0M59InOqWGebVa0cwqldrbp36Ob99dTHBsHqORaRpKUiJiOznna0+znk/l5oQvHhCCd/rXOd0SSJyEFl+L4/+ZAhXntCd5+ZsZPxjc9hTFXC6LBFJYApSIiJRYQv3LEnnipk5FGSGef3kEga10sx8Ii2F22W45fQjuOeHR7NgYyljH/yYFdsqnC5LRBJUzIKUMaazMWa6MWapMWaJMeb6WG1bRKSplQUMl32SzT+XpXNeQQ1TRpfQIU1Dg0RaonOO6cSLE4ZSG4zw/Yc+4Y1FW50uSUQSUCx7pELAjdbafsBQ4FpjTL8Ybl9EpEksK3Vz1nt5fLLdx58HlXPn4Ar8bqerEpHDMahLLm9cN5Ij2mfx0+c/5U9vLCEQ0pcjIhI7MQtS1tpia+2C6O0KYBnQMVbbFxFpCq9tTOGc6XnUheGF0SVc2KNWk0qIJIh22X5emDCUS0d044lP1nPBI7PZVlbrdFkikiCa5BgpY0wBMAiYs9/yCcaYImNM0c6dO5viqUVEGiQQgdsWZnD93GyOzA3yxiklDNbxUCIJx+t28fuz+vHAjwaxrLicM/45g5mrdzldlogkgJgHKWNMBvAycIO1tnzfx6y1k6y1hdbawvz8/Fg/tYhIg2ysdHHe9FweX53GxT2ree74Utr4NeRHJJGdeVQHXr9uBLnpPi58bA4PfbCaSMQ6XZaItGDG2ti9iRhjvMCbwNvW2nu+bd3CwkJbVFQUs+cWkWZS9ITTFRyWNzal8Jv5mRgDdxZWMKajpjYXSSZVIcOvizJ5c7Ofk9rV8fch5bRK2eezUOElzhUnInHBGDPfWlt4sPViOWufAR4Dlh0sRImINLfaMNwyP5OfzsmmZ1aY/5yyRyFKJAmleyz3H1fOnwZW8PEOH2PeyWPGdq/TZYlICxTLoX0jgPHAScaYhdHLd2O4fRGRQ7Kq3M3Y9/J4fl0qV/WpYvLoEjqnayifSLIyBn7Ss4bXTtpDjs8yfkYuf/0snYDeFkSkETyx2pC19mNAc12JSNywFl5Y5+dPizJJ91ieGlnKCe0CTpclInHiiJwwr5+0hz9/lsGklenM3OHjn90q6Z6f4XRpItICNMmsfSIiTtte4+LST7K5ZUEWg1sFeeuUPQpRIvI1qR74yzGVTBxWyuZqN2f882Mmz9tELI8hF5HEpCAlIgnn9U0pnDYtj1k7ffxxYAXPjCqlTarG7IjIN/tOxwD/O3UPAzvn8KuXP2PCM/PZUaFzTonIN4vZ0D4REaeV1Bl+92km/9nsZ2BekHuGlNM9M+x0WSLSQrRLjfDsoGU8lp7KXUssp95ZzJ8GVTC2c92hnahbMwCKJDT1SIlIQni/2Mdp7+QxbUsKNw2o5KXRJQpRItJobgMT+tTw31P20CMzzA1zs7liZjY7avSRSUS+Su8KItKi7ao1/HxuFpd+kkOrFMtrJ5dwbd9qPHp3E5HD0DMrzJQTS/jtURXM2O7j1Gl5vLohBR06JSJf0EcNEWmRrIXJ6/ycMq0Vb25K4WdHVPHaSXvolxNyujQRSRBuA1f0ruG/p+6hZ1aIn8+r753aUq2PTyKiICUiLdDqcjfjPszhV/Oz6JUZ4r+n7uEX/atIcTtdmYgkoh6ZYSaPLuV3R9WfxPeUt1vxr+VpOu+USJJTkBKRFqM2DPcsSef0d/JYXubhjsHlvDi6lF5ZOhZKRJqW28DlvWt457TdjGwb4P8+z+C77+Qxa4fX6dJExCGatU8kWRQ94XQFh8xa+GCbj9sXZbC20sPYzrX87ugK8v06WEFEmlfn9AiPDC/jva0+/rAwkws+yuXsLrX85qhK2vjVRSWSTBSkRCSurSxz8+fPMvhoewrdM0I8NbJUJ9YVEced3CHA8Da7eWh5OhNXpvHeVh8/71/F+B41eDXeRyQp6KUuInFpT53h1k8zOP3dPBbu8XLr0RX877Q9ClEiEjdSPXDjgKr6E/nmhbhtUSanTcvjf1s0u59IMlCPlIjElUAEnl6dyn3L0qkOGX7cvYYb+lWRl6JPJSISn7pnhnl6VCnTt/n462cZXDUrm8JWAX6z5xmOaRWDmUR1Yl+RuKQgJSJxIWzh9Y0p3LcsnfWVHo5vW8etR1dqIgkRaRGMgZPaBzi+7R4mr/dzz5J0zpmexxmdavnVgCq6Zui9TCTRKEiJiKMiFv63JYV7lqSzusLDEdlBnhhRyontNYRPRFoejwt+1L2WsV3qmLQijUkr05i2JYULutdwdZ9q2qdpQgqRRGGsQ4N4CwsLbVFRkSPPLZKU4mzWPmvhvWIfdy9JZ1mZl56ZIX7Rv4oxHetwGaerExGJjR01Lu5dms6U9X5cBsZ1qw9UHZwKVBomKHJQxpj51trCg62nHimReBdnAehwfTGV+T+WprOoxEtBRoh/HFvGWZ3rcCtAiUiCaZMa4W+DK7imbxUPLU/nhbWpvLA2lR92q+GavtV0VA+VSIulICUizSIQgdc3+pm0Mo2V5R46poW5c3A553StxaP5Q0UkwXVOrw9U1x1RxUPL05i8LpXJ61I5t6CWK/tUU6BjqERaHAUpEWlSFUHD82v9PL46jW01bvpmh7h3SBlndq7TuVZEJOl0TIvwl2MqubZvNQ+vSOOFdam8sM7Pye0DXNarmqH5QYx650VaBAUpEWkSW6pdPLMmlefWpFIRcjE8P8Adgys4oW1AHxJEJOl1SItw26BKrjuimmfXpPLsmlTeLc6lf06Qy3rVcGbnWnz6skkkrmmyCZGmkGDHNTVU2MJH23w8tzaV94t9AJzeqY4re1dzVF4MzqUiIpKgasPw6gY/j61KY3WFhzb+MON71DCuoJY2qTE8jkqTTYgclCabEJFms7PWMHl9Ks+vTWVztZvWKRGu7lvNBd1q6JSuA6lFRA7G74YLutdyfrdaPtzu47FVqdy9JIN/LE3npPYBzi+o4YR2AR1TKhJHFKRE5JAEI/Dxdh8vbfAzbUsKQWsYlh/g5iMrOa1jnYakFFqMiAAAIABJREFUiIgcAmNgdLsAo9sFWFvh5sV1fl7ekMo7W1NolxrmvK61/LBbDZ31JZWI4xSkRKTBrIVFJR6mbvTzxiY/u+tc5PgiXNijhh93r6FnlmadEhGJle6ZYW45qopfDqjivWIfL65L5cHlady/PJ3h+QG+16WWMR3ryPE5c5iGSLJTkBKRg1pX4eb1TSlM3ehnXaUHn8tyaoc6zu5SywntAup9EhFpQl4XjOkYYEzHAFurXUxZ72fqRj83z8/idwssx7cNcFbnWk7pECDTq1Al0lwUpETka6yFxSUepm1NYdrWFFaWezBYhuYHubpPOWM61ZGlnbWISLPrkBbh+n7V/OyIapaUenhjUwpvbPLz/rZsUlyWk9rXMaZjHaPbBchWT5VIk1KQEhGg/pinuTu9e8NTcY0bt7Ec2zrIH46u4Dsd6+iQpjH5IiLxwBgYkBtiQG6IXx9Zxae7Pbyx2c+bm1J4a4sft7EUtgpycvs6Tu4QoEdmjIdex2p2Ws0iKC2Ypj8XaQotYPpza2FtpZsZ2318vN3HrJ1eqkIu/O76YSKndajj5PZ15KboG00RkZYibGHRHg/vFafwXrGP5WVeALplhDipfYCRbQIcmx8k3RMn7+0KUhKHNP25yKFoAQHocOyocTFnl5ePt/uYsd3H1ho3AF3TQ5zdpZbj2wY4vm2AVL0ziIi0SG4Dx7QKcUyrEDcNqGJzlYvp21J4d6uPZ9ak8tiqNDzGMjAvyPA2QYa3CTAoL0iK2+nKRVoefVwSSVDWwpoKN/N2eZm320vRLh8bq+r3lFneCCPaBLi2bRWj2gTokqEheyIiiahTeoTxPWoY36OGmhAU7fYyc4ePmTt8PLAsjX8uS8fvtgxuFWRwqyCD8oIMahXUTIAiDaAgJZIgdtS4WFziYXGph8UlXhbs9lISqJ9Or1VKhMJWAS7qUU1h6yADckI6qaOISJJJ9cCotkFGtQ0CVZQHDXN3evlkh485u7w8sCyNCAaA7pkhjskLckyrIEfnheiVFWqaGVpjORJEwwSlmSlIScuX4MPx9he2sKnKzcpyN0ujoWlxiYcdtfW9TQZLj8wwp3aoo7B1kCGtghRkhDHG4cJFRCSuZHktp3QIcEqHAABVIcOiPR4+3ePl091e3i9O4aUNqQB4jaVXdoj+OSH6ZYfolxPiiJyQZnCVpKYgJRKnghHYXOVmbYWbleUeVpW7WVHuYXW5h7pIfSpyYemRFWZkmwADckMcmVu/c4ubg4hFRKTFSPfY6HFTQaB+iPiGKjeLSzwsKfWwtNTD9OIUpqxP3fszHdPCdM8M0TMzTM+sL6/zfLb5v8DTTILSzBSkRBxiLZQHDcU1LrZUudlQ5WZ9Zf1lQ6WbzdVuwvbLvVC71DC9s0IM61FD76wQvbND9MoKKzSJiEiTMAYKMsIUZIQ5q3Pd3uU7alx7g9WqCg+ry928sMtHTfjLfVaOL0LX9DCd0sN0SQ/Tee91hA5pYbwaXi4JQEFKGk/f+BxUxEJpwLCr1sWuOhdbq91srXZRXFN/vbXGTXG1i8rQV/ckmZ4IBZlhjswNcVbnOrpmhOmeEaJnVlgnVhQRkbjQJjVCm9QAJ7YP7F0WsVBc42J1uYfVFW7WVHjYVOlmSamHaVtSCO7zxaALS/u0CJ3Tw7RLjdDWH6ZNaoS2/ght/BHapkZomxrGr5kEJc7FNEgZY8YA9wFu4FFr7R2x3L4kmBZybJO1UBkylAUMZUEXZQFDedBFecBQGjDsrnOxs861NzTtqnWxp85FyH59TEPrlAjt0+rD0Yg2ETqmhWmfWr+sICPszFAIERGRw+Qy0DEtQse0ACe0++pjYQvbalxsqnLvd3Exf7eX7TUpBCJf3/lleeuDVauUCHkpEXJTLHm+CLkpkej1l/ezvJYMr8Wtfag0o5gFKWOMG3gQOBXYDMwzxrxurV0aq+cQOZhQBAIRCEQMgbChJmyoDkF1yFAdNlSFDDWh6HXY1C/f77HKkKE84KIsaCgLuCgPmq8Msdufz2XJ90fqQ1JqhCNzQrRKidDaH72kROiQFqGdvl0TEZEk5N4bsiIMzQ9+7XFroSxo2F7jYnuNmx21LrbXuthRU3+9p87F6goPJbtc7Kkze2cWPJA0d4RMryUzGqwyvfUhK9NryfDU30/3WFLckOq2pHosqW6L322/vP/B0/i/WOaxeA2J8yVnAo8GckIse6SOBVZba9cCGGNeAMYCClJNZNX2CmqCYawFC1hriVgAi7X13ezW2vrHlr8VXSe6LhCx5qvLvvJY/TWYvbe/eDxiU+AbthGxELL1y0OR+m+hQtYQthCO1N/+Yp1wxETXjd7fb72whWDE1AejsPkyIEUMgTDURR+rC3+57NveXL9JisuS7ql/s0z3WNI8tn5sd4Ylyxsh22fJ/uLa9/VlGR71IomIiBwqYyDHZ8nxhemTHf7WdSMWKoKGPXUu9gQMJXUu9gRcVARN9OKicp/b5QEXW6pNdJnrK8dxNZTb1Icqrwu8Losvev3Ffa+p/1LVu8/yFPdX73uMxWXqQ6X7K7fr77sNB3zcFb3v2ee2K3rbZcAQvRgAu/e2a5/lX/zGxoDrzecwxu73c/W3925v73YtmP0eiz7eKS1M7oiLG/23TDSxDFIdgU373N8MHBfD7Te9eBxq9i3fHPz0+U9Zvq2igRvKjU09MfDFG4Yneu12EX2DqH+jcLu+XMfrqn9z8kXfuDK8EXxfLHNbUvY+Dj73l+ulRG+neiDNXR+O9l7cXwanNI+GAYiIiLQULkP0i80w3Q7h50MRqImOWKkNfXm7JmSoDddf6pexd1lNdHko+oVuMPLlF737X1eFXHvvf7meiX5hXB8Ew9EvlcPR2y3RXYXlnKtj5pt3sgljzARgQvRupTFmRXM+fwvTGtgFlzpdhzgj2v6SpNT+yU3tn9zU/smtRbT/eTHdWlx+1u3akJViGaS2AJ33ud8pumwva+0kYFIMnzNhGWOKrLWFTtchzlD7Jze1f3JT+yc3tX9yU/u3LLGcxX8e0MsY080Y4wPOB16P4fZFRERERETiQsx6pKy1IWPMdcDb1E9//ri1dkmsti8iIiIiIhIvYnqMlLX2v8B/Y7nNJKYhkMlN7Z/c1P7JTe2f3NT+yU3t34IYa63TNYiIiIiIiLQosTxGSkREREREJCkoSMUJY0yeMeYdY8yq6PUBT/xkjPk/Y8zn0cu45q5TmkYj2v9OY8wSY8wyY8w/jdGpgBNBQ9rfGHOiMWbh/7N35+FxXOed779vVfWOxr4DBAluorhqISVRsmTJm2zLimzHdhI7HjvJRJnEeW7ixM/ceyfzJHdm4rmeLblJNE7iJFZsx44dJ3a8SbIk29pFSSQl7jtBkNh3NHrvqjr3j26CAAkQAAWQFPl+9LRQ3X2q6hSKYOPHc+qtKY+siHzwSvRXLa4F/Py3iciTpZ//gyKy4vL2VC2FBZx/b8rPvxbzukbM9/yX2paLSJeIPHI5+6hmp0Hq6vF/AT8xxqwBflJ6Po2IPADcAtxE8WbHnxOR8svaS7VU5nP+7wTuAjYDG4FtwNsvZyfVkpnz/BtjfmaMuckYcxPwDiANPHl5u6mWyJznv+SrwP8wxtwI3AYMXKb+qaU13/OfOft3gDHm5y5f99QSm+/5B/gvwHOXpVdqXjRIXT0eAr5SWv4KMNO/NK8HnjPGuMaYFLAXeO9l6p9aWvM5/wYIA0EgBASA/svSO7XU5nP+p/oI8LgxJr2kvVKXy5znX0TWA44x5ikAY0xSz/81Y6E//+raMq/zLyK3Ag3oP6BdVTRIXT0ajDG9peU+ij8s59sDvFdEoiJSC9zH9Jsgq7euOc+/MeZl4GdAb+nxY2PMocvXRbWE5vPzP9UvAv+4tF1Sl9F8zv9aYExEviMir4vI/xAR+/J1US2h+f78h0Vkp4js0Gm915Q5z7+IWMD/Aj53OTum5rao5c/VxYnI00DjDG/9wdQnxhgjIheUUzTGPCki24CXgEHgZcBbir6qxfdmz7+IrAZuBFpLLz0lIncbY55f9M6qRfdmz/+U7TQBmyjes0+9RSzC+XeAu4GbgdPAt4BPA3+3uD1VS2GRfv6XG2O6RWQl8FMR2WeMObHYfVWLbxHO/28BjxljuvTS6KuLBqnLyBjzrtneE5F+EWkyxvSWflGace67MebzwOdL63wDOLoknVWLbhHO/4eAHcaYZGmdx4HtgAapt4DF+Pkv+RjwXWNMYdE7qZbMIpz/LuANY8zJ0jr/CtyBBqm3hEX6/O8ufT0pIs9QDNUapN4CFuH8bwfuFpHfAsqAoIgkjTEXu55KXQY6te/q8X3gU6XlTwHfO7+BiNgiUlNa3kyx6IDOlb02zHn+Kf4r9NtFxBGRAMVCEzq179own/N/1i+h0/quNfM5/68BlSJSV3r+DuDgZeibWnrz+fyvEpFQabmWYuEhPf/XhjnPvzHmE8aYNmPMCorT+76qIerqoEHq6vEF4N0icgx4V+k5IrJVRP621CYAPC8iByne+fqXjTHuFemtWmzzOf//TPFfH/dRvF5ujzHmB1eis2rRzef8Uyp3vQx49gr0US2dOc+/Mcaj+AvUT0RkHyDA31yh/qrFNZ+f/xuBnSKyh+K1sl8wxmiQujbM6+9/dXUSY2adiq+UUkoppZRSagY6IqWUUkoppZRSC6RBSimllFJKKaUWSIOUUkoppZRSSi2QBimllFJKKaWUWiANUkoppZRSSim1QBqklFJKKaWUUmqBNEgppZRSSiml1AJpkFJKKaWUUkqpBdIgpZRSSimllFILpEFKKaWUUkoppRZIg5RSSimllFJKLZAGKaWUUkoppZRaIA1SSimlrjoickpE3nWl+6GUUkrNRoOUUkqpa4YGMKWUUpeLBimllFJKKaWUWiANUkoppa5W20TkoIiMisijIhIGEJEPiMgbIjImIi+JyObS618D2oAfiEhSRP596fVvi0ifiIyLyHMisuHKHZJSSqlrhQYppZRSV6tPAPcDq4C1wH8UkZuBLwO/AdQAfw18X0RCxphPAqeBB40xZcaY/17azuPAGqAe2A18/fIehlJKqWuRBimllFJXq0eMMWeMMSPA54FfAh4G/toY84oxxjPGfAXIAXfMthFjzJeNMRPGmBzw/wBbRKTiMvRfKaXUNUyDlFJKqavVmSnLnUAzsBz4/dK0vjERGQOWld67gIjYIvIFETkhIgngVOmt2iXst1JKqeuAc6U7oJRSSs1i2ZTlNqCHYrj6vDHm87OsY857/nHgIeBdFENUBTAKyKL2VCml1HVHR6SUUkpdrT4jIq0iUg38AfAt4G+Afycit0tRTEQeEJF4aZ1+YOWUbcQpTv0bBqLAf72M/VdKKXUN0yCllFLqavUN4EngJHAC+GNjzE7g14FHKI4sHQc+PWWd/5diUYoxEfkc8FWK0wK7gYPAjsvWe6WUUtc0Meb8WRBKKaWUUkoppS5GR6SUUkoppZRSaoE0SCmllFJKKaXUAmmQUkoppZRSSqkF0iCllFJKKaWUUgt0xe4jVVtba1asWHGldq+UUkoppZRSF9i1a9eQMaZurnZXLEitWLGCnTt3XqndK6WUUkoppdQFRKRzPu10ap9SSimllFJKLZAGKaWUUkoppZRaIA1SSimllFJKKbVAGqSUUkoppZRSaoE0SCmllFJKKaXUAl2xqn1KKaXUbPY+/cSbWn/zu967SD1RSimlZqYjUkoppZRSSim1QHMGKRFZJiI/E5GDInJARH5nhjb3isi4iLxRevzh0nRXKaWUUkoppa68+Uztc4HfN8bsFpE4sEtEnjLGHDyv3fPGmA8sfheVUkoppZRS6uoy54iUMabXGLO7tDwBHAJalrpjSimllFJKKXW1WlCxCRFZAdwMvDLD29tFZA/QA3zOGHNghvUfBh4GaGtrW2hflVJKXSV27ty5ZNveunXrkm1bKaWUWizzLjYhImXAvwC/a4xJnPf2bmC5MWYL8BfAv860DWPMl4wxW40xW+vq6i61z0oppZRSSil1Rc1rREpEAhRD1NeNMd85//2pwcoY85iIfFFEao0xQ4vXVaWUUktm56MLal7b2Tnt+dByvURWKaXU9WU+VfsE+DvgkDHmT2Zp01hqh4jcVtru8GJ2VCmllFJKKaWuFvMZkboL+CSwT0TeKL32H4A2AGPMXwEfAX5TRFwgA/yiMcYsQX+VUkoppZRS6oqbM0gZY14AZI42jwCPLFanlFJKKaWUUupqtqCqfUoppdRiSu/cdcFroydOkuo4etH1YlrZTyml1BWmQUoppdRVZd/oKH2uf9E2ob5+ANobGy5Hl5RSSqkLzLv8uVJKKaWUUkqpIg1SSimllFJKKbVAGqSUUkoppZRSaoE0SCmllFJKKaXUAmmQUkoppZRSSqkF0qp9Sil1nRv91j9B5xtzN5zCHR6Z/sLyReyQUkop9RagI1JKKaWUUkoptUAapJRSSimllFJqgXRqn1JKqQVzR4anPU/v3AXAaF/3/DawehUAuaH+aS831uoNdpVSSr016IiUUkoppZRSSi2QBimllFJKKaWUWiCd2qeUUmrRVRw/efEGiQkACsPTpwiGewcAqEomGF2zekn6ppRSSi0GHZFSSimllFJKqQXSESmllFKXpC8Qnlz+aUUdACkJAHDD4PhF1127dN1SSimlLgsdkVJKKaWUUkqpBZozSInIMhH5mYgcFJEDIvI7M7QREflzETkuIntF5Jal6a5SSimllFJKXXnzmdrnAr9vjNktInFgl4g8ZYw5OKXN+4A1pcftwF+WviqllFIAeIX85HIqmwXAz2VnbJvNZUkkEzO+V15WvvidU0oppRZozhEpY0yvMWZ3aXkCOAS0nNfsIeCrpmgHUCkiTYveW6WUUkoppZS6Ciyo2ISIrABuBl45760W4MyU512l13rPW/9h4GGAtra2hfVUKaXUVcd1XQBSqRQA+Vxx1MkrvT6V75vJ5VyhAIAx514LikxfQXyccIZIcADj23iZMKYQwMkMwOnSx0vPzKNWjP/LueXld87cZuuvzHpcSiml1FzmHaREpAz4F+B3jTGzfHJdnDHmS8CXALZu3WrmaK6UUuoyOzw4v7/eJ/Iw7nmT4SjadQKAYD4HQCgxcsE6xvcnl3232A63MPmai5BzC1iNKZzbB2lb9QZ2wJu2jUIyitdXizfWjnFD8z8wpZRSapHNK0iJSIBiiPq6MeY7MzTpBpZNed5aek0ppZSaFynPE3znGey2JH7GJtFVT3a4nAAhxPJxylKEakcJrz6N8brJd63EDFUhRgvQKqWUuvzmDFIiIsDfAYeMMX8yS7PvA78tIt+kWGRi3BjTO0tbpZRSV7lgZ/9F349NJLDEnpyat8otjkj53vQpfcb4U5bPvT45ziTFEBS6YYyy+3rBCJkXG8m+UU5XQ3OxL2XBYtsBKO/IU1Y+TuSGLkLLjzFWU0b5iTXYBR2dUkopdXnNZ0TqLuCTwD4ReaP02n8A2gCMMX8FPAa8HzgOpAGdeK6UUle7nY8Wv3a+AcMni8upUtrJJS++rueCDRgmw9ClMUTvGCR62xCFriiZJ5sxyQB4XnEfAN7Ua6ey+OMW2X2rceoqiaw9zuiNe6nY10ggOTVMrXgTfVJKKaXmNmeQMsa8AMgcbQzwmcXqlFJKqeuBIXZPP5GbRsjuryT9TBO2P/daZ7mDtVSmMoxv6mV8Sw8V+5oIJMJL112llFJqCp1YrpRS6oqIbu8jctMImderSf60CfyL/pvdjJx0kMo3WrDyNuMb+3Bj+blXUkoppRbBgsqfK6WUUovBv2mC6C1DjB2sZ3DXCogKAlgUpxYa3+d0dQMA443nbksYIU/Q8nj70Ll7wts5h4q9TYzd3MP4pl4qd59/q0OllFJq8WmQUkopdVmFmxPUbT9F6nQlgy+vYI7Z4xfIY5N0ixMqhvzSx1jewexuhW2nGblxgI7hZmRy0kXnjNsZYidbt269tINQSil13dOpfUoppS4bK1Kg7p0dFBJh+n62BszCp/PNRpIhONgIlVmGa04t2naVUkqpmeiIlFJKXYf2Pv0EdBYr9UnXELFSlb6xieLUurJMdlp7y59+Y1zXWPhiFyfiGW/yBrvG+NhTs9HUW69bFrXv7MAKufT9+EYs18GS6dUl5OzolFgELBuAWO7cdU8BXHKR2T+6pD+O6cwyvryPcLacslTtxb4NSiml1CXTIKWUUuoy8IlvGSDSmmD4ueW4o2GE6eFMODfJz8cgGHwR/ClzJ1wsfHw8v1gafViiF+7qeBvV9R79dScZSNcimdyMPYovwlEppZS6fmmQUkqp69iP4u0sDydY5o0DkAh4eAYsa/qNdS05F3oMYEozw88OOJ1rLdMGoc4mo2BFnopbe0h1VJE40oAXcJi2ASDgT9/nxZy90a/reTO+755ux16zF7/2EPnuMma6Ditx+IBeI6WUUuqSaZBSSqnrwNd6hqY975IIxNvZF66hZ9laDueqABjP+fgG1svJae0Fn1V9HbNuv2q8GMQwIBdkFkP8gS6Ma5F+uoFoJoPJW5PvASSjZZd6aDPLRfD72rCbO7GSPfjjWslPKaXU4tJiE0oppZZU6OZxnJYcyeca8TOBy7ZfM9SIScYJNBwGW+8vpZRSanHpiJRSSqmLygdCYCAdLp98zT9vqpwnoRnXtWIFwveMkO8sI3e4Ykn7eSHB627HXrsPp/4obu/Gy7x/pZRS1zINUkopdR3K7NoN+QkKDTZeIo1viiM2xreKEclMqaZnJv83qTkwPO15QWb+OCnclcC3fcpeCBIPDE1uxcj0CRE5M4aNT6dpmva6GMOUy7Ow8BFfsArF/gWzWfKx8OwHmovijSzHqTmFN9qKyVbO3lYppZRaAA1SSimlZmSA/kAVneFmhpwKvMitZK0gAeNS4ydoyQ+yJtfN+sypGW+p69cX8NdlsXdHkcQ8Pm4MGHPBS5gpIc74BmMEU2rouh4mlQPrbFWLYsl0P3euUp/b2YAV7yFQv5/86btY6A2AlVJKqZlokFJKKTVNxg/ybHwLByMrSDjFIhBRP0uZlyFkCuQkyLBUsKNsA0aEgCmwKdfB3el9rCr0TNbzC93ThaRtkkeaoOxclb/K5PiS9X0sXOxvOnauuLknQcoG1tPY+gYTNYNMTCwH4HC0msR5RTgu5pPNek8qpZRS52iQUkopBUDWD7An38YZtx5TBu25Xu6e2EuTP07cT09ru8Y7Qx6H48EW9oZW8lpkHbvDa1mZ7+Gh5EusbT2CVZcl/2IDuOem8cnkY/qNeG18LPGxSq8bAxYeghCYUlzdsnwupU5ScqKRbKaCqupD9PevwBiHAIMkDu2f9zZ29sxcWVBLqCul1PVJg5RSSl2jdu7cObncmZ8+nW0sGASJgTGkQ2HOZNo5lGnAMxbNoVHu73mVkyvbSVHDcWo4/xqpbr95crmRNO9lL6cKtRySFv53+Of4b1v/E6lkDa/Y74Q10/cdzWWmPX/3oRcW6YgvRhjqX0frileorTvG4MCNl2GfSimlrmUapJRS6jpWcIW9442MFKLUBpKsifUSs/NUnDcCNRdHfFYHB1gRGCJef5ry8AR/8tpnqHF9GpzEvLbhi4V3tgiFD57YGKBgn/uosjBknSCJUHF0yBYwtjV586q0Uyw8EZxh+9lMNalUI3V1hxkZbl/Q8SmllFLnm3N+hIh8WUQGRGTG+Q8icq+IjIvIG6XHHy5+N5VSSi22MTfMge4qxgphNsV6uKP8FLE3eb+lsJNl+/KX6RlZxunxNp5Lr+NQrvmCIhJXysjwBizLo77h0JXuilJKqbe4+YxI/T3wCPDVi7R53hjzgUXpkVJKqSXXk43y+ngttmO4taqbRnt8Muy8mczT3nSQoJOno2sj74rtZ1emnf25ZST9MLeGO7DEkA5Fpq0zGqvAsot7HQ+W7lXlQ29jIwAV3rlwZ4BKk6W/tpl1oyeRcKmxQK9fTaE0FpXM2pPrBFPnRtcyIzYJu4maphNUnNhLZqh/3sd20itMLjfWNpzr/4mTk8tVv/CxeW9PKaXUW9ucQcoY85yIrFj6riillLoc9p1IsXOsnionzfKWNGXpwptLTyXBQIblTUfoHVrORLoaR3xui5ygLJ/lYK6VrAmwPXKM+MjAtPXGXMFyix2Q/MTk63WnOwEIBQLT2gc8F8d3yYwbpDSxolzyUD2/fo50riDe2Efb8v30djbM2V4ppZSayWJdI7VdRPYAPcDnjDEHZmokIg8DDwO0tbUt0q6VUkrN155jSV47lKQplOKWWBcD9jzTxzysaj6AZXkc69o8+ZoIbAh1E5E8u7LtPJu+kfcwQnBKJb4FOS/wiSneZUqMj+26BEvvVw9PKWjhTdmXWFi+R7qznob2DlKHT5KIrARgT/2yi+76jH/uzsAVZefKqx8KxyaXo3OUU9cS6kopde1YeA3ZC+0GlhtjtgB/AfzrbA2NMV8yxmw1xmytq6tbhF0rpZSar7MhamVLmFsrB7Fl8S5cCgdTLGs4RvfAKtLZ8gveXxkc5M7IMUa9KD+1t1HAnmErl0+qownfs6ldc/SK9kMppdRb15sekTLGJKYsPyYiXxSRWmPM/O9yqJRSam47H11Y+85z0+T2D7XyWkeIVXUub18xTOJYCnCxTQHbeIg5e18nC0Fm3NzFtDcXJyKc6N44a5uWwCi3c4JX0qv5mb2Vd3iv4Zx3P6lLV7w71dlo6Fvn/p3QeOcdjwE/F6D/ZBtNazqQ3gEymQoKboHZBJzArO8ppZS6Pr3pESkRaRQp1p0VkdtK2xx+s9tVSim1OF4cjrGjI8SKGpe3r81hLTwnXVQokKa1/gTdg+3kchHE+LM+2pwh7vJep09qeN6+GcO5m/DOxvenPAy4BgrGIotNBocMDuMEcfM+fs6ALfofAAAgAElEQVTDz3mkM5x75K3Jx1R9x1biezatbXsX9xuilFLqujDniJSI/CNwL1ArIl3AHwEBAGPMXwEfAX5TRFwgA/yiMVdLoVullLq+7U+E+YuOBhrLPe69YfFDFMCK5sOIGDq618+r/Sq/m4IEeMXexE6zgXV0zLmObyBPgDwOBkMAj6CVptxLzxnEZuPmgwycbKdxzXG6zmwCll/SdpRSSl2f5lO175fmeP8RiuXRlVJKXUXOZAL89+ONNIUL3Lu+gLMYV8WeJ+BkaW04Tu/QcjK5snmvt84/xQRRDtqreCm2hTtTe6a9P2aXcZIWhqSShIkzQRT/7CQKAWygAjCGMpOhyR2mShK0MESDGZl3P/qPr6RuZSetbXt5bWzLvNdTSimlFqtqn1JKqSXwtSlV4NaMJ+e9XrJg8fmjTVhi+OSyUxz0G5iYcq9dHwHLxhMLX2SyGt6mw0cAoaWvD9+fPXnF/RQAVTefwbY8zAvlrE2cnLX9VHk3DwLv53kKNQ6PVdxD48QQLdl+9lWs5kD5avrDxep2MS9NrUnQ7vURNxlCJo/jF6vwWa5HwooyZscZCFRzzGkFESJ+lvW509ySOU6LOzTl+i8IOiB+8Xm1O4ElwvixZdTeeJKWwQ7GsxdW1UvG4xe8ppRSSmmQUkqpa4znw5/vq2e0EOQ3VpyiKniJpcbnYAVdytf1kTpVTSERmXuFqQxYGD4w/Cz/UPsAj7Z8EETwxWJZupf7+16gQYap9CYoxCum79f3EXzi6SRSmkked/OMOjGOh5vpi9ewK7yWXZG1LPf6eCj3IrcXDmJjcDAI4AeErBdEBLxOC3eNcG/9E4weX3NuR1IMkrl0GNuyiU4JZBE3zK7Key/l26aUUuoaoUFKKaWuYjvGzo1CnaRxxjah7q5pz1/ur2XvcJRbG4YYCAgD+ShOfnRaG7dQAONjeT7iX9plreXr+rCCPmP7Wi5p/SGnkucrbmEwXAPGEPMy/JvO71Ff6utYxYVl1C8mbApsyHTyYecF8ibAS4ENPB66jT+P/jyN3r38Yvan3OUevKAmoRRsrFNxIquGSZxZhpcLX9LxKKWUur4swYx5pZRSV8rJRBl7hqvZUDVGe8X8pwIulDge5ev7SJ2upDAaXdC6OXH4WcU2Hm18iM5wE/cPvMCnz/wraTvCC7W3nn/P3YsyIhgRfBE8y8GzA/iWTcj2uM/fyxfSf8vvZv4ZB4//L/ZR/iD2q3RYDcV1AeMbfGPgRByMUNbcg5ZLUkopNR86IqWUUteIRD7AMz0N1IWz3Nk4wKgXXLJ9ld/Qjx3yFjwadSi8jB/HbyXpxNiSPMI947tYMd4NwHsHX+Dx+rtpyfRz++i+BfdppvxjAdvco9zqHuN5ewPfCr+Df1/2MA+5L/KAt4MQxWmPkrNJDdQTqx9goqsFvxBa8P4BOk91XvT9nT2n5r2trVu3XlIflFJKXR4apJRS6hrg+cJTXU0AvLu1B3sJypyfJbZHxYZe0t0V5IfmV6kvKwGeqNjG/kg79flhPtj/M5rzg9PavGNoB52RJp5suJO1mU4a/GL1vXEz/aPKKo4lEXLOXftVZuUJWAYEonYOmZaqDFkvyDsKb7DdPcRXw+/hu8G72WGt5+HsD2mn2I+J7mZi9QOUNfeS6FyxwO+KUkqp640GKaWUuga83F/LYDbM/a3dlC+wuMQ9hZ2EKGCASq8YXipDCSL+1O2cSyb22jHsiEt0T4h20zPn9o8HmvmbqveTsKPcM7GH28ZeL4Wh6Szg492P8b9Wfop/aPkAnxn8JmGTv3CDb0LcZPntzPe5yz/AXwYf5I+jv8xH3ee439uFlw+RHqolVj9AsqeZwtlRKdfFiI875X5VGWA8OQGAnT43hXIil7p4B1a2LerxKKWUunL0GimllHqLO5EoY/9oFRvK+2lx+smnk+TTSdx8btYHxqd4MZBP6Wqh+e3MMjgbx6AvBAMXn/5mgCdi2/hvtb+EYPjU8FPck9w/Y4g6K+Ln+ET3DxkLlPO9qvsWdL3UQmzxT/LHqS9zk3ucbwbu488CHyRtgkx0NyOWT1lj3xLtWSml1LVCR6SUUuot4GQ6xxAXVrHLZQ37eiOUxTyiy20OWFNGPPKGanf0gnUqCik8cUHAFjNZxU6mxZaZw5W9OoHEPHih+qL9zePwlcr72RFdz62ZI9w3voewKczjSKE908P9gy/yeP3drMmeZhXD81pv5m7PHsVi5PidzHf4MbfxTedeTqUa+bj/LOXDXcQa+hnracF4+jGplFJqZvoJoZRSV9rOR2d9667eYoi4Ie8SzkwPFMbAN05twfLj/Jua56lMJKa9/5PonYvbTzHYG8fwB0NYvbOPRo1YcR6p/iCnAw18KPE8DyR3cEqaF7Srdwy9wtHYcn5Q+XZ+deQJarypx1YMf+JOCUkFgyMeIFgBMxkK/eDFLxYT4N3e66zye/nT8If5u/R7+FSny+21PyHe2Euie9mC+q2UUur6oUFKKaUA3ze4OY981sNzPUQEyxYCYYdg2EZkCas3XKJXh1vpTFXxQN1eqgNpzl7SZJUWLD9P1BonIklCdhbHymNbLtF8Fs8SfN/GhDM40SSSs6ePvswwkGOtnMCKu+RfrSV4wd2YirqcWv605iNkJchvj3yXm3InLunYLAyf6P4R/3Plp/huxdv4lZEnsKdcozQrMcVHqf9TR9tsDAG8szuYbO7is9508pnYY3w1fR9/M/wgbUNHqG/sI9HbhG8cjPikp+zGIPSUtt4zZZZ8ruBTZs8+a/6J/IXft/cGtd66Ukq9FWmQUkpdV7KpAv2nEgx3JRnpSTE+mCY5miM1lpv1/kGWLUTKApTXRqioj1DVGKNueZz65eWEIlfmr9GBbIxn+leyNj7ETfEzgE84MkY4MoZtpwlHJvjV8HNYcvFf0jcDlGYD+gUHabcxI0HyPRZMuJiJACAgBmfTGP5ICK+nDMhdsK0jwVb+ovpDhE2B/3voG7S6Q2/qGCvcJL/Q82MebfsQz8c2cW9qz9wrzfNyr7N5qxiJiitUSIrfiD7BP2Xfxt+d+Bj/8fY/oay+n+Gh5Rdss/5ADx/n26WNCVYpH/m2jXOR0F0Ri13wWuUszUd/Wpo+ufwuAKp+4WNzH5hSSqnLRoOUUuqa5hY8uo+O0blvmO6jo4z0nKuqFqsMUdkQpfWGKmJVIcKxAIGQjR2wijdq9Qz5rEc2WSA9kScxmOH0wREOv3yuEEFNS4zWG6tZdmM1rWursANLX8PH9S2+d+ZGmmP9/PINT1AdPk0oPIplFUds8rkI2UycjuQNuLkwmVwZeTeM6wfw/ACRQhbj+tiWSzbucLO3j0Aoix3JESSJrE7i3mgIM46fdPB7o5ichVVRIPdsI8wwGrUzvJa/qXqAOnecz458mxpvYlGOdWPyOJszx3kptoHV+W5aC3OEMyk95ghTRgRjWaWGpeMRISgeH488yw/Tt3FweC3Lm7owQ23ILCNwSimlrl8apJRS1xzf8zl9cIQjO/o4tW8IN+/jBC2aVleyZms9jasqqW0tIxwLXNL2s6kCA50JBk4l6D46xv5nutnz9BlCUYf2m+pYc2s9LeuqsC8yxetSWZKn38vx61u+xKrKUwDk8zEmEstIpyrIZipIJuIAHAquIuZnOH9GnFWw8EtVxUelgny6G7805c05NgpiCIeTpFZY2E1p7OVJJOhjfLCb05C3oUfAFMPFz6I38fWKd7Gy0MP/MfwdykwWAM+cCx9tpndyeeS8+0KFnAtHt6Z6f/oVOoON/KDiTn5j9PsEz5ueB4ANtnj4eacYes7uujRUZMTCNUFEzq0b9IvFL3xrekiyBB4Mv8obXatZv+UoHfEIbRMFHJl5aqExBl+DllJKXXc0SCmlrhkjvSkOvtDD0Vf7yEwUCMcCrLujiRVbamlZW4kTsBdlP+FYgLb1NbStr2Hr+6GQ9+g+MsqJXQOc3D3A4Zd6CZcFuPHOJjbe00J5beRN7zNi91NXtZtoqJd2y2M4U8twYiPJTDN+svhLvO/O//5RvhS/Fz4WxggpQkyYCIOBMHlxsHKG9Kkw6RMQbUiwfPtxIokC0RVJnDUJvIRD9lA5P+l5G9+LvYsbMyf5+PCPyBqXbOmjxZjFCRchU+CDE8/zlYr38mRsKx9I7bigzZgdLs7qcyzS9tSPtmIfCqVw5VL6M+BD7uyoVSkf5f3p/V2XGmJovI5b23bxlzse5sPRlwmJWxrJUkopdb3TIKWUekszxtB1ZJQ3njrD6QPDWLawYnMt6+5opG1DDbaz9L/0BoI2KzbVsmJTLW8veJw+MMKRV/p44+kzvP7UaVZsqmXzva203li1oKIVxviE7BNEA3tosPtxvSAvdt/B6wM3c39DLwGrmAQszk1XFNcDv5QQ/FLRhdLFX8ZA0gvRm40x4sZI+GHG0lGe9lfhnQ0YdTN0xANeKB2rlWd7zU7ubXuB5bd3cb/3OMvOnKJhZ5LgbBeZzSEZLrvo+7lAiCbGuC1/mFcjN7LS72OV28sFF7UJZIJhMsHwlNekdAjFr1E3h2dZIFwwiuRZ0z8SfcDtraFx3WFa6zr5x4F7+Vj8eeJeFmdKaBV/ypZcCz/y5oOzUkqpq58GKaXUW5LxDcd3D7DriU6Gu5JE4gFue7Cdjfe0EIkHr1i/nIDNypvqWHlTHRMjWQ48383BF3r4/t4h6pfH2fZAO8s31Vw0UBnj01fYT0fueSrDo7h+Ob3pO/n2gbvYN9rCp1btngxRF2MMjBfC9OXiDBVijBai5EvT6mx84laWikCOG/xOKiRFORnq+rJExKa8YMhGyslUJ/A2HyF5aCPJwUbGcBhKtfJI728RqxrjHcue445lu3CWu+zt2kDHgdXUDidoz3UTmud9o+brnuxeOpwmHo/cxq8lHydiLpwSGCNDkCn7PZspS1c52eJhTc51nP49dJg+omcAd6yMXDrKx1b9gM/2/Ce+PfE2PhF9Zso2wDo71RDA93ByBXJSLA8v9nmjoLlk8Wvo4uFRKaXU1W/OICUiXwY+AAwYYzbO8L4Afwa8H0gDnzbG7F7sjiqlFBRHoE7tHeKV73cw3J2kqinGfZ9cx9rbGhZt6t5iiVeHueOhVWx7fztHXu1j1+On+NEX91LXFmfbB9pZcV6gMsYw6B7mRO5Z0v4QcauRscz95LwVvNwXZ8/oMu6p76Apkpx1n54RTuVrOVmo52ihmaxfvA4sbmdpCo1T46SpczKszFvUmRjlUsU6t42IX07QlCHV50bwDIbTN/8XvFCC9swDSMzBYPgSOXaQ546JKh46sJaTRx9iYsWTbFj+AptbD7CjdytfPP5RqkczrE8fYX3mJDE/O72jlsGuzGOXu9gxF6vMxQp7SNDHCvlgl8rqWRCnH9+3MK7N7xVOstdfw2jGUDM6QmEiQj4Zxnj2lH5PCamlxcFkMVzbxim+LxfegDgjMwe/4SMNNN/cwW82fIMv9v0yXxt7O//W+w4RU7zQTPzz/tz54JaqJU5ek1WSyRefW/kc9fHZ78WllFLq6jefEam/Bx4BvjrL++8D1pQetwN/WfqqlFKLqufYKC995wT9HQkq6iO8+9fWs/rWBizr6r7Q3w5YrL+rmRvuaOTIjmKgeuyLe2laXcHbPrqGemDMPcPR7JNM+L1ErRo2RX6eOmcdxydGSOQdfnKqmeZIgjvrTl+wfWOgP1/OnvFmDqRaSPthArhUhTKsD/XR4iRZ7UVZlq9kWXYZDW4cq5Qw8nhkrUFS1jBpRgimDbYVI2CVk60/TrbyJA0HPo0YB2MMf02afxCPB3z4rPFwRKjJ12Id+yRu50MMtT/B9mU/5faG13nh9L3808l381333Wy0xrgzvptNda/gVI1gV+aRKbMujSv4GRs/Z2HyFqZggS8YBDcYJBmL4ERcIk6Ke5yXCdrTQ08yV8Z4pprhVAO943EKyRjGtyeDVKY0SiVTq/RNCVIX+xOU7K8kNxFm/ar9fKj3p3xX3sGjtR/k00P/SsTktcyEUkpdp8TMY067iKwAfjjLiNRfA88YY/6x9PwIcK8xU0o0zWDr1q1m586dl9JnpdR1JjGc4aV/OcGJ3QOUVYXY9oF21t3RiLUEVfEuB8/zOfRiL6/+4CQFd4BVd30Tqd5NSOKsDN1LU2ATUkoZX+8Z5quHlnFiPMqvrXqNmlBmcjt5z2bvWANvDDcykC/HxmNNuJe1Tj9r7SRBs5mN2Qpa8uXYWHj4DMgYPTJM3i8QJkiFVNBmynEojo54fpZ8vp9Crof++/4FL5Ik+b1t5Aopnoqu4+mKO9iaOsCHh5/i/O++YBELNFFe3YC5bS9uw1F8L8CeoRv51pGHGMzWEXPS3FN1kneGB2jMQDphMZbMkc/5FEyegsniT5k255dG7Ha1b5p8zRjYl2omFpzgbXV7qYmMEA+PURUdpjIyOtlmLF/DQKaF3nQb/cM15Oz4JZ0vg7A8fox7lz3Bs133s6v/Zg4ON1FmZ7mlvBPH8jAYXMmRs5O4dpaCVcCVHJ6Vx5cC9ePFsu1nv2cBAlRIiOaCyzLfptxzqM8HqfCcyVLrNTV6HymllLoSRGSXMWbrXO0W4xqpFuDMlOddpdcuCFIi8jDwMEBbW9si7FopdS0r5D12/7iT1588jQC3PdjOze9uwwleXVP4Fsq2Lda/rY5I8/c41fm/8X2X0UPvpz18Jw0bs0y9fGpnfyVHRsu4r61nMkSN5cPsHG5hz2gTOd+hKTTG+2r3cZN3hpX5NuoyG6nxahGEYSvNznA3Z5xxwqk0y6lnnb+MGMWCDMMmxbAcJimdJKWHSGfxr3OnPoVfO8b4y/Wkc/28HNvM0xV3sDl9hAfHnpkWohwrSlmogXCzj7VsEK/lDfxI8T5SthFubtjLtrI+Rg58ih+MtfPU4EYeB7Zi83FCbA/aSPDcQRdMnrSfIO0nSPoJUn6CgUIZfU6agviIwOrIIK+OreJH2Wo+1fMkKcpI0UpPsMCaqhNYdVnMCps15fu4oXIv+bogPRNtdI2toHtsOZ5ZwMefCD3Z5YzVVrGl5lVODTSyqu4Ep02O3eFeouE+cnYCz5phaqABC4fh4PTS6QXLn3EYLOJZNOVDNOZDrLXHWFcoZ51JUi16TZVSSl1tFmNE6ofAF4wxL5Se/wT4P40xFx1u0hEppdTFnDk0wjNfP0xiKMuabQ1s/9Aq4tXhuVe82ux89IKXxr1uDmd+RNIfoM65gabuFnYduosTA21UxcZ5+7rXaKke5HSqgs8cuo8bQlnurhlgNO3wo2Q1OwshLOAOx+VBx2WzFyDkRQn6IQQhR46kPUFnMIMVHKMykCEezOBHhshHhkgGh8gFEhQkj2/7xCSDSLHCn5UxULCgsoBxIH0izotDt/Gt1M+xwRzll5KPU55bRmVgGfFAM6Eaj2zbHhJNO/CCE4gXIDS4BtO3mkJ/M/mcwW8+jLPxFSSUxTu5Ho4+wGuynO9ahmEM7QZ+gQDvlTCW8Un7SVyTx5YAMSuONVmq3TBgp+lxUvQ4SZ72DTszddyb3MPNmROT39+1XnH64zNrbsdx8tRU9FFZ2UtDVQ/hQJaCF+D0aDunRtYwMNGMuWBs7RyDIeckGQ/00FZ1lJ9v6uHRoSB7Mg4Y8AvV2IVKaiVAxIsT8soImDC2ieCYEI4JIFjc0rEfAOdseAoECESgXMaJ2i7jjkt/ME9fIEdvsPjoD+Y5W5G9nnK2LL+dWxtuZXvzdtrL2xdUAVIppdT8zXdESqf2KaWuKtlkgRf/+RiHd/RRUR/hvk+so+WGqiXb39d6hmZ9zxgDWQ8/7UHeB99gPFMsK+4ZsAUJWBC0il8DFhKxkanXbJ16aXJRTI64+zgx7zl8yhkLfIScvZE1p58hmK7CH1iGP9xKyASIO4ZgqST5YTy+Qo7ncYkBD1jwoA1NfoCgVwxPnp3BtTMgPpYJYPtBLDeMnBcSCoEJMpE+kqF+UuEBJsJDBENHMOIiYghk8xDzoK6An7bZMXQLXz78CTbUHOa3b/5bApYLvoOTL8OzcphgBjzB664hfTxGusvGuBbj5fXT9msFXGo3dlK5sh83E6R/9yqCg5voDG3ix3YlHWJoMIYPe1neRxkRK4prcvQXTtDvnqKzaRXNbhktboxmt4yYCWAw/B4p3jAev5c6jGQ7yJnsuSC1+nYEB9sLkPOC5J0IdeXdtNYfpKn2KAEnTyZXRmf/RjoGNpJ2Y3iWR87OMB7qYTzYzXiwl7xdLC8f8qJ8rjkBvsO3j7+HmFvDQKaOwxPN1AYn2BDvwpJixfXzP1nPBin77B8NO0A05FBfGKf6gtZFXmUZncEk++qqOSP9nLF6GZEEAHWUs81uZ5u1ijus1cTkzReu0KmDSilVdDmD1APAb1Os2nc78OfGmNvm2qYGKaXUVMYYjr3WzwvfPkYu5XLze9rY+sCKJa3E53k+XzvQgz+Sxx/J4Y8Wv5oJF5NyMWn3wt+I5yIgZQ4SD2DFAwhDWHFDKH6aqrJvEw53kJU7CQ5/mIqhOOVjNmXj1mTgESfLuPEYSYfZbzz+OZbkuOcQslxurerknugoG5OtVNsZstWHSFQfwi3rQqxiNTjJRwkn2wimGpnIVDGYjTOQD+MU4lQlLSopo5o41SZOiGJFPw+PEbuHAfs0o8ljRG/bQaTcZc8z/44vyhq2iM1/DafJVOxmvPl5vJpuxALjQWmwCGPAHQ1S6A+T748wnGrFzYQwxgLiQDkQJ1yVpGnbTwhVDDLWsY2BNz6KV6jgpGN4KVygzzFUesL2rMP6gj1ZFMPC4Fk+WSdH3i5g2R5xbKJ+kG+KhSXwmVyICT9PxsuRNxauRC4IkpOnyc5T1rSPihUvEmvaT9YTdveu5PVkiI5IF55dIOCGqU+toDa9nIp8M5aEaGjcx/ZVT/Hsyfs5M74SgO5MFUeTjdQHx9kQ78GyuOAeV7d27Csdx9kOWEQdaMwMEfNdcM4FITsSBSBQUQHAQNO5j9S2eIGdfgc7/ZPs8juYIEsQm23WKu61b+ROay1xubSRWw1SSilVtGhBSkT+EbgXqAX6gT+C4qevMeavSuXPHwHeS7H8+a/MNa0PNEgppc7JTOT56dcOc6p0r6X7Pnkjta2Le02I5/mMdKcYPD3BwOkJBjsTDHen8Nwp166ELKzqEFZ5AIk6SNRGYk5xOWiBJYgtYElxaMEzmIIPBb/4Ne/jJ11MsoA/UcBMuPhjacif+2XeEo9yy6HSFsoDBjueR4LdpMKjJENjtAYT/DjVwD/0bCErEARulQx3Nx1gU2wIu+IUmcqjGNvF9y0ymSpCo63UjdxE5fhG/EyMo4FDvB7Zw5nICBNOhoSTJeFkSVsFcraLERAj1BWqWJlr5cZMO+vTq7ghuwK3vIPTt3+e9JGP8tnOu2mTAu9u/xb1zXtYEc1R8OHgWIAjvRG8kRD1OZvWoE99vECkrkCwPoMVLIa67FgTqd4tJHs3kRleBcYGcoiVoGbDE9Tc8DxuNkbfa+8i1d+GwdAdrOH5cBVdltDsCw/k86ws5AkHqhHPJuH7JI2P5wtn/zvLxRAEgiJELHDsAhOBcQaCw4xbObLBEEZM8YHBF5/RUBeD8f0MhrvwxFBu+ax3glQM3k6+851kvCgFY5MVISOGrHj86r1/TN53+NMdv0dBBE9MMbgZB0dcolYe2/KxxeCIR8hyWTV6hpjJEDdZyv0UFWSJXUKQuqPi3M+FZ3wOmC6e9Q7zjHeIQRI4WNxureb99ha2W2twZP7/EKFBSimlihZ1RGopaJBSSgGcPjjMT/7+ENl0ge0fXMXmdyxblHLmvuczeDpJ99FRuo+M0nNiHDdX/AU/GLapa4tTt7ycw1G/GJ6qQ8XgtEjXndh5n+qO/YQyf0SeBMGjDyFn7mFYDOO+IZO1wC8FLCuPFRzBCw5z2AnyQ68FBG6LHOOB+v3UNx8kGB8oHleylqHRCpKjdTSN3MYNhfVETJjTTjePVzzHj6teIRPIn+uHb1GeDxEvhIi4QcKuQ9hzCLsBwp5NxJRxl9dAW+EW4qaZM1u/QCrWzWef/0Oa/Ch/RoxYIMV4xT4O24d4JddHWgLkAzbGilGXXkZ9ahm16RYihXI8fOyyfpzaA0TqDhGqP4EJJvEKQZK9q5g4vZlU/3qMX0a4upembV8nVNHLWMddjB67Fyc8gRMb4rgEeXx8Df2FOBvjZ/jIiqdorjiFsTzk7EM8EB/j2xS8AK4XwnZt8EJ4+XLcbDl+toJAvhy/EKEfh0PiMSg5hsInGQqfpGBnsLwIwdQ6/IkNeNlW0m6UvD/9ps6CIYhPCMP2xp18bPM3+Oedv87xvi3YCMby6Ld9xsQiLAWCVgEfi4KxyfvO9HtbAY7xqDETtLjDLHNHaCHBSm+IBn+cwDyD1FS+MRw2PfzMO8hT3n5GSFJJlPfYm3ifvYVVVsOcf2Y1SCmlVJEGKaXUVc0r+Lz8vRPsefoMVU0x3vNrG970KFQ6kefUviFO7R2i68gohWwxOFU1xWhdW0nj6grq28qpqItMXsd0sWukFspyfWo6ktQfGcNxf8jQmm8gXhj75C8y5DXT5Q3hWaURMAP+YA6rUEEoGyZTaCLsRwDIWC7x+oPUte0k1rCfcKqVntObSXRtpSAJWsuybC6sIUiQE6EuDkZOkLRSxNwQcTdM1A0RcQMETADL9/Hx8XDxSv/lyRE0IRqlhQZpxsYmSx9j1c8xvvUxvn34gxzo3s7/LBulLl2PU4gjxrkgZBpj8CheLgbFaWtSvNft5BQ2EcHHp+Ck8cPDeOExCoEEWZMiayXIx7owzYeRUH76tn2LXKaCZ7ru5rGuu0h7Ye6q6OC91XsJSwabII4J4vs2Lh6+ncd18lhWgZCdww6lcMIJnPA4llPAN/BGKsTT41F6/BwYwU+tJTd6G27yBsAmauWJ2q1a7FUAACAASURBVHkidp6G6ADr6/expvo4ETvLqZG1HBvahOsHMfg8eOM38XyHZ1//FcqyZZRlY8QyMV4Iws6wy62ey5ZwH5myEbKRBCv7OkhbYVISYdQvZ8hUMkYlI14Zg1Til8rdR02OdjPCKjPMukiG9dYwmeabJ78vswWpqVzj86p/nMe8PbzkH8XFZ7Ms48PONu6x1s06SqVBSimlijRIKaWuWiO9KZ768gGGziTZ+PYW7vr51Zdc0ny0L8WJ1wc5tXeI/lMJMFBWFaJtYw2tN1TRsraKaHlw1vXfdJAyhoreDA2Hx6k/msAyCXo2P0q6ZheuvY0zHbfgmRgA6YnMtFW90RF6vDgvFpbRb6rYGD3Dg1WHiY20kx68gYIbBAxlgTx1AVjlRIlZs1eY842PoRicDMUpbLaxsbEn70s14yGULgQ7ctt/Ztg3/NOOz/Jv/SCWnydZcMmZAHkTwMPBKx5y8evc3xws8XBsl4DtE7IMIREiBCgzISKWELWK0/AytXvp3/AoXmicxKk7OXn0beTzZYTz5Rg/wsshl90hFxvYnnXY5Lq4ToqskybvZChYeXzx8KUYVG0Dxg8xSJDO/5+9Nw+S5Dzv9J4vz8qs++iqvmd6eqZ77hs3QAAEwEuURJEUKcqkDoqWNoJ0rLzhdYQj7NDGOuT12rJjFV6HvSFa4i5lUaKWIilIIgmQOIjBjcHcPTPdPdP3VV33XXl9/qMaA4CXSAmAKLmeiI6cmqrK+jLzy8r81fu+vzd5jUrqLNIoE7hx3PKdZDoT7AmX2JWaZzy2ylhkHdUzaVXGqNeGKVVH2W7l8O0igyPnCIe3KbVSzBYPsNkcImEVGQhvUmgN0PUNFBGgqw6G4jJfmWC5McqB1DWODVwhrLewtXZvqbeI6g2iRuOWzb0XqGw0cyxWx1msjrNQ3cVqcwhfaggkI1aF6XCVKavLL6QsMkryh9Z+fS8V2eSb/kW+5p9lXZbJEOXntZP8rHry+yzV+0KqT58+fXr0hVSfPn1+6pBScuWZdZ798zk0Q+Xdv7KfiWMDP/F6asU286/kmXtli8JKA4Dsrii7j2bYfTRDZjTyY6fo/V2FlNb2GLpaZfhSGbvq4muCjUPLNAZ/H2SFWvazNJO/ROuxP7/1njcKqaav8kLF5nJ3lLTa4TcjRd7VTWF3BlBRkFJS9gMW/S4FR6Xt926cLdVDB1RUXGOejjGD77fw8b7X3wBfVTExGGKUCTFNijSKUAmkpBlAxfMpBR7NwKMqPFzPQAb6m7cT0AUoQoJ0cfHooGApGklFIalqaALcwMUJOnhaEyJVvHAZR6/hBRq+E8bvRvDaCVzHJnAiCPlm4aypLtFQi/SxL6ONvoRWnCJ18TN0XZu8aFDQqiwrLZ72B5jzYmSULh+wNhjTa7jSxcMlUOEx6TPrRbF8cGI30OPnEIqD3xkk6GYRagvVWsb2TA5u3cme2kE0XdAIV6mZLapKQNm3KLTTlDrJ70vx+14U4aMrLkJIAikIpEogFQL5o38YUPGIqDWSSoW0UmVAqzOiFxkP5RmKlhCGy6IcZKY1xtXaHm5UJnADA0X47EsscDq9xJ2JMnvNECEvh+0NowfxN9WMvWkuyIAXg3m+4r/My8FNDFTepx7jl9S7GFV6jX/7QqpPnz59evSFVJ8+fX6q6DRcnvjiVRYuFBjdn+ThXztIOPHjWzZ32x5zL29x/YVNNm9WAchNxNh3OsfkySyR5N/N/vknElJSEtvqMHyxTHauhupLKsMWl7JdvNxXGZJfoyMGmdP/OU2l5+imnD2z816wW4Kca3PZD/MXnSgegk9g8ClMHOFySQoMfZNn00+xbG7wQOkY72m8C0taXA9WmfUqeM4AipdCIhEIAlFDsZ4AtQoSNHTSYpABMUxWjBMhRjOAkh+w7QVsBz4dXyDkTkRD+KiRPMIuooaLrKwfJNdJEVZUFLOOGa6QUXQGvRSxILyzKb24l0CA6tJMXaGVvkwzfQU3vAWA1k5jl6exKvsIlffSrQ1T8GDbDSh5Enfnhl8gMc0GWiSPHyh0G1kiwxfInfwTkCrFV38Zc+MOkqpCQpNY8TWeDxX4v6ujbHkWD6PyM2i8IrqckYIVcwMj/RRa7AKKVDhUO8Ej5VOYvsU5q8ZVulR9k5Zn0/QjdL0o8LroMaQkGQiSRpVMfIl0bJOkVSAWqhNWW2j1LH5hH938XqLZGcZOfZmnVnfxDadJV2/1tkkqSF+ntf6L+M3DGOlvY1nzJOuTpBp7iTR30cagrDkU9CZ1ReD7Nq8nRAboapWwViKllLEtwajRpJgax22EWCvZbDdiAOTsPMcGLnE6d4HxaImMN0rYG8V2xwh7o6jy+x38loICX/Zf5Jv+BXwCHlAO8Mva3dzxiX/+458Lffr06fNPmL6Q6tOnz08Nq9dKfPuPZmg3XO780CTHHxp7c6+lH4KUko35KjPPrnPjbB7PDUgNh5m6Pce+0zliGevvPbYfR0gpXkDueo2Ri2Wi2x08XWFrf4y1I0k6sRL2wn9LVM6RVx9gQfs0wY79tN0OGH7lGoPdKEPdMMu+zr+lzTwBp7UOvxIqcLC5mzNS5V/RJZ58hrHw8/xc8V082L4XC5sG1yjwHZpakdeS6TwnSd05TKX7WtqgJKNV2WM6ZNUs9UAj7/mUPEnRD/B2RJOrdChEVmlFl5gYWGUwucVSILi0fZJfOfynXD77GwRbJ1A1F0soxGQIdUdkKIAJWAhMtYVI3EBEltGMBoYXRWun0Fo51G4c3YmjSB0fiS8lUgp4Y6REBDtpeD6+cAlEQCAkEh/faBJYBXyzDJENZGSLWnGc1ZkP0HFNQBJTBIoGT2gOz2oeHUUgtDKZ3KN0YjPoUqFZvJep0n086Ke4QsBVGbAuXr/epQhIm3XSkSXGEjdIxxYJzG0Knk9j/RjxzVOMlg+hSZ1qeIXqxONEBq8yFW6TMbsAOK1eBEhRXeb++ndpaJKaXaNu12maDQLgYm2MohvhA+2XOOwtEijgI/DFMFowieqNAxqOmmfNnmEpvMWWkqAmUzT9DK6ToRcXBKE2UEPrGHYVy5QkuwkarRz5VpRAKiTNBnflLnJq6Fl2xVYQCGxvhIi7h6i7h4i7G1W+/oNDQdb5c+9Fvu6fpYXD3cN385kjn+F07nS/2W+fPn3+f01fSPXp0+cfHN8LePEvb3Lu8WUSWZv3/MYhBsajf+v7mtUu11/Y5OpzG1S2Wughlanbchy8d5iB8ehbepP3o4SU3vIYuVhm5GIZo+PTSJusHUmytT+Gb6hYtW8R3/y3BEHATf23KIm7yJYDRjd9RvM+yXrv+7WqNvgPRoFH20miWpsH49f5lephcl6aR+3L/F57kJhS4nPBAncFtxMTSQpyi2vuC2SsVwHwlNejJponscUuwsF+XPcQy47FpvtapZPkNdFS1mtshGqs6y3WNY+q0DEI03FtnKB3Q60Kn//xnt+l65n86xf+JXKnc9M+FO5AYQrJsFBIS5UwKibKrd5Ob6Qng8ADXCQO0EbS2lk6SLqAS6++CnrywEIQAkII7J3HUQTmD/gMn4CKlDR98HzoBNAIJCvC4aKAq6EyllXB7YywhnLrc2zhM6Q47DNr7I8vsCdzhcjAdaTWASnQ6iNUmykWuzrzjTCpwhFytd2UZJeO3iTkRUh0svjCYzF1ifXhMwynNzlgeeyOlFAEBL5Gbe0E1Rv30S5M4QN1u0bRrvCUjFJ2LX628zzTwdqt7bE0SLdrtJiiwVEchhC4mMpNLOUqilnGFYJvxw+zhcqykcJthXC70Z1j7KNYq6ihZUwlhNIdpdHMEUiFYbPLA9kF7hw5QyR6BSl8kAphb4SYM0XMmcb2RhAo1GWHr/uv8J+1C5Q6JU7nTvPZ45/l9ODfeg/Rp0+fPv8k6QupPn36/INS2Wrx2P9zhe3lOgfvG+bej+5DN3943YiUks2bNS49ucKNV7cJAsnQ3jgH7xlm8mT2R77378MPElJWucvY+RKDM1VUX1KYiLByIkVlxAYhEEGL+NbvYVf/Gsc8THXjv2R4I8VI3sd0wRdQStfppF/gZVb5o8WHKHfj7IrM8Tk/yl3taZb1Db6pPsM3WrdREzF+P2hzWB2lGVS56r/EGisIP2BveBUAX2iE5W4SwSEiwTQ1P8S667PienhBL2LRIUAKgSUFLpIZw+OSXaFhbWOHtjGtLQytRsqzyXTT+IHOlNCY9lKkO4NEvQi2DKFL7YfW2vx96eBTx6eJT5uAFpI6Ac1A0JKCthS0UEAIDNHrCZUNr3Ng+GUsN0J5+xg0c2RRiL/BQMOXkhURsEDAehBQkQFVPAw6ZKRDWvExpIIidTQUVCVAqgJVaoRliKwwSKESAiq4LOkVQoFBqBVh3ZVsexJH6aJIFU3q1MwSV3PPspB7ns8Mlxk2PAQ910LPNcmvnaQxfz9BaQ9dJF+JNNlQVT7UfoXJ4CYAtgaZTuGWa4cnM9TFMRriEBIDlSIhcYV5O0AKnxeOnEAPAnwf2h0FpVij4hrUvDi9mKGPai0jtDq4SbzOKCDYH27w89kCpwcv4IWu09LWQEi0IELMmSLuTBNzpoh8+GN8Ze4rfP7S5ym0C9w5dCefPf5ZjmePvy1zoU+fPn1+WukLqT59+vyDIKXk6nMbPPNns6i6wrs/eYA9J364oYTn+sy/kufik6tsL9cxQioH7h7m0LuGSQ6G3/bxvlFIxTZajJ8tkrnZIFAFW/vjrJxI0Uq9ng6ld66SXP0fUL01rOKHGbnwATRPoW3CalZQH5hBS36Jtlfhj6/9Mue2DmIa23zULPGb9ZN0hcN5+Qqrbp6XmOQFfQ+/I03uB2b98yz7l3p25YqK4gcctAwUTpIM9tF0DdZcnw1PghT4SJb1LgvhTdbj16lHbiD0CtlugsPbtzFZOoYaGPihMtFwlb2KzbA7gMkPNlDw8GkrXapKi4JaZ02vsqxWKQiHtuLSUVy6wsFV2wRKC0XtgtJFCpdAuASKj0DBDIyeCJEGZmAQdWMknSRpJ0PaTRL3osT8MBFpEkLDEgLle6KMDemxhsuK4lNXmxiRFYamvsYmGi9vHuVc8QDN5ggjKBxUHQ6qLrv9ECO+TeINVu2dQLIkAy4Kl5uhMrXIKpH4IrtjK4zHVkiHyggBvmsSeCF8L4Trhuh6IdpuhLYTxXGieE4UxYmhOlFkI4VfT6B6KiqSyugZ7rzri7zQVIkrcMDqxcKEgForxfbaSdrXbudL6hDbquTDzTYTwTy2foPBziLKzmVY7FyPfcVgWxynxRE8cgR4tLR1zhyO4JrurX00sb1OtNXAs22aIsJ616bUDrHm99z4NLVFoJUJvCj4MVTF5UA8z4fTHe5NrdMIzVIzZvGVNkKqpDL3kR14P5HkPXz15mP84eU/pNQpcc/IPXz22Gc5MnDk73ey9enTp88/EvpCqk+fPu84nabLU//vNW68us3IdIKHf+0gkeT3F7sDNMpdLn93lZkz67TrLslBm6MPjjJ1xyBGSHvHxvzF9QLxtRa7X9omtdLCDamsHU2yejSJa78+Dq3jkln4AgpfQOvGGLr0WyjuIbb3xrgUrqLEnmDY/zq6LPONlZ/h0bn7cQOFI+Eb/G7zEAlpcd1YYbn8Ej4+ndAp/p2S4xE0PhZc51XlRfJmky3dRA0mOeke5k53ENdVWXZ8Cl7PXKKjdliMz7GUOs9q8jKu2iHtxdnTGWNvZ4ypzi4mOiPkvDSulBTdXlpdXFWIKdwSGEUCAnuNQvwmZ/ITnPM1VjRJ2Xs99TKiV1HMPB19E2HmUcw8qrGNScBIbZJ95SMMNHZjd5MovomvuLT0Om29vrOs0TFqtI0qdbNILVSkalTwFf/WZyiBStRNMubkmPTS7CHGmLQYkDa2k0A2hnjFsziDx/N4VHYs1ffGljhh1thvbREJLyHQ0D0b27dpuxEW6kMk62Ps6qTICJOowi2xtiUDzuFxQfjM0iEwyoyEyuyy8+yJrJGwKihaB9Wso4VqqMabbesBgkCl0UpRa6eotFOkYqsMxlb5yuWPcoUK78pd577MGooIUBWJlFDZ3MPvXfk0RT/KRxsmo76CJVeIBDNE5DU0eg6UauDTCEwQgrY6zLp2Pwa96NJmosPNwSaliMNEYYVos4LUFF4rOXxg/hxVxWbLHuOssYuzxi6aSggFD0Vt4AU2SAPNyLPfvs77KXLCBFIbdEfzBKKIECrJxF1E0w/yZKnOf7r2ZSrdCveP3s9nj3+WA+kDb/FZ2KdPnz4/XfSFVJ8+fd5R1ufKPP6HM7SqDnf8/B6OPzKO8gMMJUobTc49tsTsS1sEgWT3kQxH3z3K6HTyHS1wl1LSvVFl7hs3SK616NoqKyfTrB1JEui9lDHhS9KLDQbmFnGj/45W+jJ28TZk8Nts7x2mlhWEq1/Dyv9HDMqcLx/kCzMfpN4cJR7a4HeCAW53UtTUVRZDZ1iSTYx2mFokxxdCeTC20KVL3R0m0prkwdYUDwc2XVll1Q0IOnEUqVI3StxMX2AhdZGmleeO5iFONQ4y2R0j66Yw5esRJgcXBQXtDU50AQFl6bLlCCquQt4PmDHbvGhIijt9qTJWgV3RFXKRVRRzDa8ZIrV+G9HyAZRAoCkBitTQpIYi3yx0JQF1vch2eI1yZJl2bBXDrGNrPrZQCKFgq5Kw0SFitDH0Lorq4gsPV0jaAbQDgSN3Kn+kguck8bo5up0sntSREsKiQ8oPsRed5NgZAqtMbPVeUgs/Q1dxWRJ1Lqh5LtpzLFoLqMX3sFY9QSqAT7k6e30TVQhSqiCtCcyd+VnF5xw+L+PzMh4tvUpGrZHwfdKeJCE9QkabkN7BNhxso40damBZNQy7hB4uolnVN+2TZidCoR1jo2uz5UtctYWh19DRefzKf0XLifNha4ZoLQ1eDNOziHh1DHUOg5s4KCAgUBQ21AwiMGlFjpMrJ9B9jabZoWEv42rLSPX1RMzJ/DIA8Z3Gzz6CBTXLZXWUy/oYVWHT6+/lEEgT6GIkzrPbvs7xxAAPZceY3KeSz3+DdnsRUAhFT/GCk+Uvll+h5tR5/+7387kTn2M8Nv6WnIt9+vTp89NGX0j16dPnHcH3A17+qwXOfnOJeMbikd84RG537PtetzFf4dXHllm8WEDTFQ7cM8yxh8aID/z9nfd+EqSUdOcq1L6zjLNUoxvWWDqVZuNwgkBTehbnm51eg925Gk7kVTYOf55A79KxPkdp/BcRdLErXyVS/CKqX2KpneXzs/ewvnUfquLyCT3gE26ES+FFnrIvkDevUzDalLQWgZPFb+7Fb+6Dxm6O612mQutYnoffSpKs70YLDJp6leXkZSJWiQN+iqnuPrLewC3RJJHUlAYeAdHAxuD1/k8+AWXpsOXCy4HPKwIWzDZVDLKe4DZHZb+j9uzTMzeJTD/KdXuOhfVDJLbuJlM6QDpQUYSHo7bp6E38cB4rso0VKWOHahihBqbeIWS00TUXTeuiah0U1ftbj0EgIQCkFMjXllL03Oyk6NXvCIm686eJH/M65WtoThzNiSGcME1fo+BLFroxLjeH2fIEk6LEseIxovXdSM8gpQkGNYWkLgmJnvhcF52eqJKCs3jUlRZa+CaqPY9uL2CoVTSpIaSK7UaJdFOkuknuHFpmavwK28sn0AMDM7aJEd1E1bs7cw9qnTBr3RDXisdZqo2zFXuSjpHfmZyCkGdju1GiXoioB6bn4no2tmtRSE9iuVEGK0MMldLYjomvdKnbKzTtNaTifZ+QehNmiGvGJNdkiuukKdATVb0/BRFaxkw9x77RBu/Z/SAP5Kawu1fJ5/+aVmuBLgbPuRN8a3sLL/D5yNRH+WfH/hkZK/PjHZ8+ffr0+UdCX0j16dPnbae63eLxP5xha6HG/ruHuO9j+96UlicDyeKlAuceW2bjRhUzrHH0gVGOPDiKFfnRjU7faqSUdK6XqX9nGWeljho3iD4wxtdHNAJNway7DF6tMHithl1x8BSH5SNfxs19m64/zGbnN5hv2ozZz7LLfgpTabDUifMn6yPcWP4I0hlg2FphKv4yK+F58kYJgMCNY1WPoDcOU+3k6BhlkvYCw/YSHg3GSkeZ2j6N5UXpak0IrzKkOowHCYbkCIbo1Wc5wqWglXGES8ZLEgns17cNSU16bCkVXtBLPK92WJU25U4OAFN4KL5GW5G8f+w7fGj6r6AbZen6A7RvPITmW3T1CkZmnkhijYjdIBSqo5s1FKuCCFUQqvs9+7PXVLjmC6qBpBFAMxA0fUFz59+tQNCV4AQCJ4BAqkjfAN9ADwxUqeIiaCFpA4EAVfac+ywhUYWHKzwcpYsvXFB8QqokJCCkSMydpaWArUgiiiSqQFJRiCmCiBpgqR6K8ubrnOer1F2dsiegPkKocBC/vButmWPEG2BY07CUXt1WgOSm0uRFPJ4KNK4REDOrTCdnGdaqDFYGyBb343diuMJn4r3/CikVFr71OyA1QkISjpQgvgLxZULxVczECkbk9dq8VidM3VeY7ZhcquQoNi00tU1Hb9Ayarhq93sms4ImY1hujIFmjmx9iGg3Q8e00GSFQA0wkATW96TIajodLcbtaz2zi21pcUVmuMQAZSxec3xUVRc1/gJ66hl2peI8PPYQ92d3E+nOsLX1KIVOkW/XIzzXkOiKzqcO/iq/fvjXiRp/uyNnnz59+vxjoC+k+vTp87YhpWT2xU2e/tIsQhE88F9Ms+907tbzvhcw+9Im5x5bprzZIpoKcfyRMQ7cPfy2ue/9qLF2rpaofWcZd62BmjCJPjhG+FQOBHzz2UWGr1RILTURQHnEZiV6FYb/AFNbpeI8QKn7fmLG88T0xzGUJhebYb5e1llb/1ncym0oehFz8KtokXnS3TRa8wCyfoB6Z4iCUUS1b2LZi2j2AkLCZPEkRzbvJdUawRQB6VCJIdUnoyYJiZ7BhiNcVowtCmqZQS/DmJND4XWXunbgs+17zETn+U5kjflOjkJjHImKrjjsTdxkPLzGoO/zVPkQTmOIj2VfIRVALJ7HVERPZNgFuvYWSngb8YbaJTcQFDxBwRcUPUHZE1R8Qd3V8NwQBBphzSMeahPTPcKKRPdNgmYGt5qkXR9guzXJkjvGirQIhAqIW+7sIekRiAAHA0V0CYUvI1OvoloLCCXgYGsPn9n6CPs642ioO02APbaNBc6bM1y0l1kLVSlrbXyjwclom4gqme+obDaSWJ6FQNBWO7hGlajmkdQkSVWS1CQpBbKqQlL3MNXXozdBoOA2Mzi1QfRWjoHWOMnGbszWIIrUqYouZ7UaTwcKz/k6bXpNcQ+mrzKqlTjsG2T2f4vq+Y+zOfswb7zCCiAsIKkJNKPNRmKWS5lFxhJLHIgvYoZqO2NQKdUHuVacolzch5UfRw88inYZxy5jhCq0jBJbRoFtvUBHbb3+GVJguTFCfoRQEMf2E9heEtuLo6gGnhLi5PLsm88RoK4mmM0e5tWaTdV9/Zlkooib+M8Ia5HB8CAPj72bhwaGCbXPM7P+OH9V8TnX0ohqJp8+/Kt86vBvYqp/t+bYffr06fPTQl9I9enT522h23J5+kuzzL28xdDeOI98+hDRVM9Qwml7XHlmnQtPrNCsdEmPRDj53nEmT2VRVeVvWfNbiwwknZliT0BtNFFTIWIPjmGfzOKVOjRf2aJ1doug4dINa2wcjLNxII7CN4ht/G9IaZDvfBxD3cYX32bB6XK2ZTDfgW79GN3Nn0X6NgOxizyo16ExxZKTZkar0onMoYVn0e2bSLULUnCkdIpjm/cRq4+TVlWyusuAJomrvciSi8u6sc2iuY5EcrQ5RSqIv749UlKQXVaCDk9pBc4n19hsTtByEgDsiq4wEZ8j1hUM1VPkFJuMqhC2q4TCebzoGt3IGopVQrwh7avgCTZdwZajQnmC3Np9hIr7aXgKW8nrNENbRK02Q+EqI+lV4ol1FKXXZLdSG2ajMspSbZCt2m7yzVHWMGjsVOxYwCBQJ6CAgkCiCw9H6oAkqTfJmSW8xLNsh2cIFBcFyaAGViAYr5zkQHMfBb3MbGiZNXOLbb18a+x6oDHsZEm6GURgMJ27we2ZNYquyn8s6ay6CsKzCbf2MOYMckDaDPg6HQJqWp2iXiavF2mGCmihKgO6ZEALGNAkQ5ogo3uoO8VHQaDgtVLYjTFitT1YjTHU+gjXA3hFbfPNbpRNqWIoDvtTsxzJzDDuKhxau59WZZx1R9IM4I2NiRUREKiSP7JdmiLgM/oWmeQcdqSAlVzCTC7fSpXcro6wVNxLrTCFl59i1bcpG5K9qsq00iVmFFiw1lkgT0WtULa3KFubBK+JYykIBTFCfoaJkiTRiZBqR4i4IQSCjKKQOHaMXbks7r47+JMXl/mbSxt0vd5cidmSkZFrbOp/iie7jEXH+MDuh7gvHubG5rf40up1rnVUUrrBp6d/nk8c+28wtNejpn369Onzj4m+kOrTp89bztr1Mt/+wgzNqsPtH9zNyfftRlEEzWqXi0+scvm7azhtj5HpBCfes4vxg6l31EACegKqfblA7TvLeFsttIxF9MExrENp2ldLNF/awFmogQKh/WlemrQo7Yoggirxzf8Jq/E0dXeCC60oi94cN7qSst8TgdJN4m1+jE5jgqzicncQYlZpMReeRQnPYYTnwOjd6Ft+iGPVI9y58RB2a5C4opLVBRkNNKEQyICCVmbOWmbVyLO7O8yJ5n4MdCQ9hz5XBiyo29zUCzyhtLmhGGy3RgmkRkjtsMfeYMKDY16ISR3i4RIytk4lPosfXUU3m7f2S3FHMG26CoVuiFYjiddKE3FTCMKEWlkGC9Mk3BAito7qRPGaWRS9SXLvk8Qmv0uxlWGlOsZiY5Dt6iSFbop1qeLTkwe7UdglAmJqm3XF5apr0pQmCsFOJY6CpXQZMivEwjcp4/a9sgAAIABJREFURs9SMXs9jUwhOWQK4prLqquw0tXo7MRzFKkw7GTZ2xkl5cWJeRHuqh9lxM2R1ypIJENeCoGglLpM/sgfIPU6Zzf38zc1nZq5ia/VAQjcKEFrLzQniLbHGXNGuBc4ZdTxlDZbepk1I8+6kWfd2KQb3iRmNRjWA4b0gGENkvrrQlR0o9i1CUK1CYqNNBfaMb7ZSTG7I3CHwpscTM9wwCxwb3UKfeM2rrUUKv5r54WgJgL+LOLQUiSf7Zjco6rUUtfYtBdABKhaFyu9gJW5gaI5veNZG2K5uI/V4j6ulPYxL20yAk6gczBQiLnQ6vhUQkW2Yksspuap2Fu01DKOWrs1ftPTSbejjLfjTA4e487sYR5478cBcLyAb1ze4P966gbXNnv7T1ME0yMeieEnuVx/gkAGTCWn+LnxO9G7i3xp4QyL3YBBXfAre+7mQ4d+m2h0/1t5ivfp06fP205fSPXp0+ctw3cDXnz0JuceXyY+YPHIrx8iNxGjstXi3LeXuf78Jr4fMHligBPv2fUDzSbebmQgaV/cpvbEMl6+jTZgEXtoHDVj0Tq7RetcHtnxUdMhwrcNEj6ZQ40ZfHG9gFJ7iuTG76IFDb7dsPlmxUciMIVERTDW3U98++d4ppYiwCdsrdIOz6KF51CtFRASJVDRpMLR5jQ/s/bzxNqDWApkNYXwTlijRps1fZVz0TkaWpt76sc50J5AQbklnho4XArNMR9e4wXXZqE7TK3bK+bPKm2OAPcpkuPRbdqp61QSMxBbx9A7t/ZF3hWsOAobHZN6PYOsD5LtDjGSWGdwYJH5K5/iplDZuzlG2DXRUguEB6+QGLxCKLWIUAJ8X2N96S7K8w+iV0YJkNwwPZ42AiqqRAMOoLBHBCT1JoFZZllts9BJsNpJ4qPRqzBSUIVPzqiSttfoRi6xHZrF09qAQAEUJN5OpEZBYHtxLHeAsJsi7KWxvASaVDnkpLmvPUzOj7ChlZgNLbK3M8qIl6WhtHjVnqestDnmDqJPf41G9hyhwmFa136R81qJc5HLbIZvUlJL+MJFSkHQHsNr7sVrHGDITfOvgwjTMkJdaRGSOrrUqag1bhrrXNXXmdHXKIRXMePr5EIdxvSAPbpCxvAQO6YYWicB9RHK3TjPVof4m62TNL0oUb3OsYHLTIfXuK89iL56B1crUbqqQ0ME/KklaCiSjzQMxnyFmAoj4RbGru9SGbhAuzRGuzWApnUIZ25gp2+g6F2kFGxWx5ktTHOhOMXl2h58qREFpnyVAUdh2FUYVAKceBO/+wLrVp5SqE7RrlGw6lRCTeTO+AesAQ6lD3Ewc5AjmSMcHThKp2Pwvz8+y6MX1mk6vSjXcMLg5FSFovGXXC6eB+DEwDH22Rbf3bzAZrfNLsPn40NjPLjvV8llP4iuv/PfDX369Onzk/KWCikhxPuA3wdU4PNSyv/5e57/NeB/BdZ2/uvfSyk//6PW2RdSffr846C03uTxP7pCYaXBwfuGuecjeylvtDj32BI3zm+jqgr77xrk+MPjJHLvfCqP9CWt83nqT67gFdpoOZvofSMEXkDrlS3c1QZoAutwhvBtg5gTcRAwW57lzOqTFNb/mNPGBhuu4Mslg7AqSaKRKh3hgfyHuN5K8QdKlUbkOlrkKlp4FqG1QAq0wCYQHfZ0h/mltY8w1phEVwQDmkATAlf6LIoa18PLXIueJxFEub92in2dXb2xS4kQgopocTF2jsvRZV5tDLPS2EvTi6IgOUDA++waB5NzOKnLuPFFLKtyq29Q3hUsOwqFZox2I4NbHWW1vp+t7hCfdrIc9jU2pE9+4gkOHv0zXl18N5WlOxi318lkrxHJXUELNZBSUKyMM1/ZzVxtlNXqbmpOiu1AI+kr3NHVOOioCMAxHVrxLVYjBVwRUHUtltpptt3XbpIFIElpTQasTbz4i1Tsmzhqk1tFUoBAMqRJ0jIKrXGC5gSWl0Dhh9fRCQkHnTT3t0fJ+TbbapNXrBvEApXb29PoUuNaaIEnY+cID1zjtqEbqK7NyOXfIlw8TFXpMhdaZ2bkr7gWWmPOgYao9azGvTB+cx/p1h7+Rf04p/0U560l1o11DnbGmeyOAeDiUfQk54MSc8Y6tcgG3egyfnKBoVCHo0qEbKiDsIs7k1TgNDMs1Id5rrif2fIUlW6Uw5nrHIjd5IRrIRfvZFU4/Ikaoexb/FxDZ9J73YlRU3yyiU2sfY+jjj5PpzrG6tK9dDtxsrFlormrWKlefZnrmSyWJrlQ2seV0n6WG8OAIBrAmKey11O4R5FktS3ybJGXeSzVoX1kkHa0SSUdcKV4hYXqwi2BP5mY5ET2BMezx6kUx/njM1Vm842dsQnunIwyNXmDVytf50Z1HgWFqcQuNprrVN0uB0I+P5eEEyPvZ3j4YyQSt7/j0eo+ffr0+XF5y4SUEEIFZoFHgFXgZeATUsqZN7zm14DTUsrP/bgD7AupPn1+upFScumpNZ77i3l0U+XBT06j6irnvrXE2mwF09Y4/K4Rjjw4Sjj+zheXSy+gdS5P7akV/GIHbdDGPjqAW2jTuVRAugH6oE34tkHsE1nqaosXNl7gzNoZnl17FtXd4lPpLiOG5GZXBRkw0NzF0PzHWanu41FjjZcilyByDdVeRIiAkBdmyBlkzVxDR/CJrQ9yd/FuQujE1Z7LWzvwWBRbXIhd5FJ8nunObt5VO8VuZ/jWfhVCUFTqXEq+yMXQNpdLR1hsj9BCxSTgPdE1jmXPkUhdw4puEtJ6dTKdAJYcha1mlGZ9gKAyTqIySaI6yVCQwNBVflfvUEXyS20Dw2hStgsoZpN3n/4PSC+E30oSSi0hhKTdjbBYmGa9uI/c4mnoxHjScjhvBOgCDqNyCEFKb+EZJdaVJrF6hkx1AFWqbJtNnjMCZhWtp3AQhJQuaXsZmXyOtn0DTzhvLAtCQbLX9DmpRfBrB1grT+EFP7mDo5Cw30lxf3uUIT9MUenwYmgdT7Q43R1h2EvSUto8m/sWkam/IWU6XM1PEJn/MHc2p4lIA19tszD+OMXRb/JyK8QzlSRVpYrQWkgpEJ1R9tcP83DjMB2txfOxc+zxLY61JznVOEBImngyoOzBshOw5QUYZgslukkxusK2ucFwyGXSgES4TCd+g0DvNfdtOyFmayNcLx3kZnkCXXWZTtxgxFH56tbdbLhRfmnkaSbyE7SKk2hv2EdC8UhkbmLteZLw0CW82jjzK++mUB5mNLRGcmCWSG4GI9qzVa+3E8yWprhYnOJS4SBVLwJAyhcckSr3CY2DSgM9KwiPhzjw4UcQqqDpNrlUuMT5/HnO589zYfsCDbcnntKhNNOJY2yu7+fqwgCOEwIEuZjJz5yIoMRe4umNR9lsbqIpGgKJF/icCAveG22xOzbO8NDHGBr6MKaZ/YmPf58+ffq8nbyVQuou4F9JKd+78/i/A5BS/ps3vObX6AupPn3+yVArtnnyi9dYvVZm/FCKXYfTzJxZp7jWJJwwOf7wGAfvHX6T1fk7hXQDmq9sUn96Fb/SRR8Ko49E6C7X8PNthKFgH8ti3Zblhr3CmbVneXb9WS5uX8SXPjEjwidySablLL2qHdA27mRu/oN8Sy0yE7kC4WsoZs+e2ugM8kjjKClp8lexp7mreZRf2PoA6SCOtRMWqvkea+oqzydeZDayzvH2Ae6vnWLIHbj1iz5AXq0wmzjHjGNzvrmb2cCiS8B0/Cb3Zs8xmpolG9m+5SK37QpW2hbVWga3PkS4spv49jG0zgCGVSJrSMb9NF3N41VH8H9qDj7wkNJmIFRlMLJCNn2d2OhZhOojJWyVJ1jYnmamPsFSY5iqG6UhFcIBfLhlMugpSN1HS26zYpXYVFtvEkJuoLLaHCBbG+Bk1yAsBZuqz+XYKkvDj+FEriB27MZVICwU6tJHBe6yYcLZw3rpELVO8i2aEDDtJrm/NcqIH6GsdHgmtEZR7XDcyXCom0FTPOYPfh45/DIbjsqfFaLI2iRHm/u5o3qSA9KiPfYkpd3fwNUa/NmNeznTiKOG51Ct1Z0NTzDUOEDKGSRQOwhjm6FA5WB7D3fVj5H0Y0gpKfuSNVeS9zza1jZHIh7JIMKKWqGtdIgaLTJ2HSd5k0biOoHdm2deIFhsZJktTZNvDHOjuov15ggf2fs13jv2DPnLH6K4vQ+vmcN0rVtzCuETHpgjMvoKidQKorSfmxtH2G7EiOISG5gnlrtKOHcV1WgRBApr5d1c257kav4oM+1xXCEQEvaicKfQuENRORZ1MeMO6U++FzXWE3F+4HOjeuOWsDqXP8dqo7d/RBDFL91Pq3wY6SUQAu6ZTHPXfo8t8QTfXvomdbd+ayrdEY/wHnubtK6QTj/A8NDHSKcfQFHe+e+UPn369Ple3koh9VHgfVLKz+w8/hRwxxtF046Q+jfANr3o1X8tpVz5UevtC6k+fX76kFJy5Zl1nvvKPFJKxg+l2Vqs0Sx3SQ2HOf7wOFO351C1d9aBDyBwfJovblL/7ipB3UHL2agRne5iDXyJPhpBORHnbPoa390+w7Prz1Lq9Ho5HUof4q70ncRLMKb/J9CqeIHK+bn38ng9zpq1gBq+jlC7SKniNyeJN/bz2/VTpLQ6L0Yucnf9TvZ0cuhCEEhJyZesaNs8nXqazfAGtzcP867qKTJ+4s3iSSmzYea51E3wUmBzWXiMJK5xLPsq+5M3GQuXCKm97+G8K1hrRqnVMwSlPSQ3biPUGIYgBCLASt1kwG4x1hnF83w2uiob7STzqs/Xwx32xpf5hfh1BrMzt6JOjmti6F2urdzOY3MfZNWPUJIqEkEUOI3GYQEpo0HRKFNpGuTKQwRCspZeoRgtgoCKazHfylH1LEABJKHQModEgZPlaRKdAapmgUtDTxLkLqGHGlxxPCRwVLcYbB6mXJ0ikG+T/b2EfW6CB9qjjHpRKkqXM9YaM3qRQ06GU90skdQsmwe/gKfXebU0wJ+0agSoaO0x4vWjvNcZ5Z6BefxdT1AXHl+9/EmeLO/CiFzBjF4lsBcQiov0Dcz2BLHuEEe9OIZeomAUOdTaywPV0wx6vZq2mi/ZdAMKoXUYfon1doRT9WPkvCSe4uIoHhFF4sZvUk5doZS+hBneRhHgS1huppgvT5Kv7uJA7mUORApUL32UytZeiG3Tqo0Qaid3TPF7881MLBEdukzOCDAqUyy1UuQ7KqIZJpRcITZ0iejQZULJXuPeRjvBXH4/c9uHmSlOsYqJFAIbOIXG7Wjck40yeShLaDqJMRZDqK8r60K7cEtYnd06y0xxBrebwa2cwq2eBj+MbcKHjg8xtavEK+Wv8czqMwQECOBUPMWHYk0ilDGMAYaGPsLw0Eex7Ym3Z5706dOnz4/BOy2k0kBDStkVQvwW8HEp5bt/wLp+E/hNgPHx8VNLS0s/yTb16dPnbaRWaPPkH/eiUJGUSbfl4XZ8RqYSHH9knF2H0+9oTcMX13u/1Ktdn5FLZcbOlTDaPq24jvAlVsPDMxRuTvg8PXCF570n2aheAySWHmMidRuHxTFuK08zslmgNv7vacdv4AYqX1+f5rutAMVa6RkEyBjSPUAnvw+9Ocm/CJLcpTjUtDYjTgYVgSslW65kmyZPZb5LIbrA3c2j3Fs7QTyI3krZAyjhUhYdLkqVx4VDK32O6YELHEgsMhGuElJeE04K6/U4jXoWpTZCauN2qEzyWh2RorUJD14hmVplqJPE2Iqx2dW44UwQBBGUUJHSyGXE8FUOp68RNpo944HyLm5uH6BYGee9J/+Ipfo4/8srn0OgcAiV06iMqA5uqMqcWSOvdjDZaR4USEzXZDy/G7sT5qlolctmF8eLACqKkUdLvIIePYeqN5EiQASCu8t3c3DzbtTaKG2tzqWh79LKXSLeOorsvoOpWxIm3TgPtEcZ92LUhMMZa42zZp6cb3PKj5Cb+BbN4RdQ6sNcWb6NvzAvs21u9OabF2PYGeQOU+G2oVnW2mm+dPmT3GzlmFBajEZmWbMXyUdmEHoNKQVqd5jJ5hT3dwdZsG8yb65wV+Mo76ncw6Dbc67sBJJNz2dW2+bJzJP49hbvr93DsdohItJEFaInvlWXUvIKN7LP0EnNkrGaaAICCautOBu1YXTPZLQVoTLzUQKzjhpbp9YYRK/nMBWv1/QYgWaViaUXGBER4o1xVoRHvq3SboVQQhXs4UvEBq/sRKva+IHKanEvc9sHWSxMM9vJUqQXIRpF4Q5U7tBN7prKkDqQITSdRI2+OS2z6TY5lz/HE4vP852FF8hXFNzqSbzGQZAamUSHhw6GGRpc5dGlL5Fv5QHJhB3hk7kYaW8R8Ekk7mB46BfJZt+Hqlrv3Pzp06dPH97h1L7veb0KlKSU8R/0/Gv0I1J9+vx0EASSK99d47mvzOP7PZNqJEyezHLiPeNkd/3DuGx96eYWoxdKjJ4voXcDuraK3vZRJGykujyVvchfan9JxS8CgqHYfqbDpzjVPsyx9RyptQ6+vsmVia/SzFxiINTkUjPElyuCeiDQGCcRO0G5HqM+O8GoF+E3MLhHahg7N7WtYCei4Htcjl1mPX2J2zvT3F07TkRabxJPHVyqCJ4ULV4deJ70wEWm4itM2jXMnQDelqOyVU/SrA0itvejlfZjN4ZQAoPXxJNm1oiMvUJ06BKJwMBezlHdtlh29tGSu9FTi0QHL9+KKgghqXejLBSnmCtMsbJ5lCU/TFPz+Zen/w/Go2s88/x/z65OGstosGLWuGHUcUTwpv0dkj0hFUiXLdosdZK0OiNIPwJKCz12ASt6BfX/Y+/NYiVJzzO9J/bIfc+z70tVndqra+kmu9XdZFMjSiNKo+EIlmRgxh7AwFzNhS985RsDhm99M7AN2zNjYOCxII1WiqJEkSJbvbCrq7q6tlPnVNXZ19z3jD1+X+Tp6m6SoLg0m6KYDxBAAScr4o+IPyPj/b/vez/z4MRxD0b8PC+YBqeSFR4EXb7Z0ki3Fnn+4FcZaS0SSAHVZJVKqoSruZ/SzDlBwJyf5OX+JHN+io7k8mbkkFtmCQl4PlZjcv5roPXIbP0ah/vX+QN9j3eTt1DjTxCyjyRkxohxJdHF7Zznr5/+Jl0/wq+j8ztIvGse8lfxe+zEHyJFBl5LiptmpXuORT/JamyTY/2Q36q/yuf750jZI6io+EJQDgLuGwe8nvsWjegBN7rn+HzzecbcAkiDmJ8kSdhKl8eFt3g68hZGao8ZI0A7EVbHVpxap0ikV0DafBnHyqJnt2naGZR2kaTex7dTiMBAUhwS8RrTIs2IiNAKOhy6EUq+ho+FUVgnOfaE+OhDzPTgXNq9HFu1s1S5xo59hvf2bKwgRAUuoHADlc8Uk5xfKRA5nf2eaBVAudvmf3v7b/jzte/Q6ssE1hyhPQn4ZHOHrMy2qUtvsNfbBsCQ4MujIzxndpD9KqqaYGTkS4yP/zbJxLlPbfoMGTLkF5tPUkipDNL1Ps/Ale9d4HeFEA8/8pkxIcTRyb//GfA/CCGe/0H7HQqpIUN+9pR323z9/16lWeoDoGgyK58Z4+Jr06QKP5tVYL9h033jgNY7Ryi+wFclVF9gqT5/l7vPH0W/wo55RFTPMJ++ynkucKO6zPSuTKQzEANvjqzyx/E3mEs/5pVsFSeEP25EuGdfpJC7RiQWpby3zciTM3zGHeMVNEZPEqTaQciBKyh7IfXoEcfZVU6HeV7oXsBEJxQC+UQ8hQh25S7fLLxJu3Cb2dQh85Heh8LJ0ah0MlitCbTjS+hHl3BR0UMN+SOFR2akQXL6FtGZtzDMJmJrkcrjPG3rAkTyGKNPSI89IDayimL0CIXETnOW96srbNdmKLXnqAoDIYEu4JxQ+PKpP2Fk7uscPfot3u3OU1Wcj9U6fUCIT18r05WqlJ0Mve4SoT0FBCiRXeKRHa5YJufLN6jG9rk1/ZcsJQKuJLrk4ge82ZP5VkfHFpBxxpnoXSbqZ4k4EYrNUbLdLADNWINyqkzP7H7fcfw0mfGSvGxNsOCl6Us+75rHvGMe42kdPjv5DmP5NbTOBGOr/4pma44/x2Et8zb15CNa+gG2Oui7lMZEqb/KTulFDDngXwqN3xGDhYbX1Rp/kHiPrdgaxDaQZA85MJjoLRFBo2Qc8q/HSiy1z5C4/98QD2MYsoQQgorweWAccDP7NruRbS71l3ixdYXTzhyIweWSpIGZfEkv807x2xwV3mUyUWdWD9A/mG9WlGYnj9yYJ9y/imL0aPoGhpBJKT5uaxLfygCCiN5nSo4zrko4ocOxr3HoQihq6MkGSnGbxOgasZFHyKpLEKjs15c5dM+zb51ltZRld9BhmBwS11C5oem8tJRn7GwBc/nj0aowFPztepn/68013tl/iCwLQmeEMIggKR201B0S+VVcZRsJCUHIsqnwG8UMExyD8IjHVxgf/21GR76Epv3AtdohQ4YM+Yn4pO3PfxX4XxnUDv97IcT/LEnS/wTcEkL8mSRJ/wvwJcAH6sC/EUKs/aB9DoXUkCE/O3oth7/5D6vsrw2ax2qGwqUvTHH+lUki8R/dQe2TwD3o0vn2Htb96klQbFBn9DC6yV+kX+etxF3ymSVOR65wtbvChYMC6SMbWUg4ks9fpLf5y/ibHGg7LCYO+e2sQ0ET3O3k2G3/MqYa4W6ww0zV4Fr1ZW74BdLIBELQCgR77iD6FGp9eqkdxlWZq9ZpVKEgAOWDyJPc537+JuvFt0imd5kz7Wcvsse2QaWTReqMY+5fxy+dB6EREiLz0boyQSrSIT35PuryV9BiDbx6gdqTWTq7zyNnVZJjj4mPPiCSHaRA9+0EO5U5tqpjfLPxWRp+CpBAwEggsRIqXFcgEWvTHL3FmeU/ZK16lttbL+KoH3mhxaenlehpx3TUMh0rh9e+hN89DShIahtDqxNP3MPLvkMoBeh+lF8qf56F/ReRQhXzzJ9zZ/TbvGWBhyDtTDLeO0/8pDboo2ieTrFdJNfOo4YqPaNHOVWiGW8861v0aTHpxXnRmuCUlyFAcNeo8FbkEDO7xrXpN4jqPaTDF1hY/z3wYqyqbe5Hjrhv7NEwD2jp+3T0Y1w3j1v6dfzeEhG9yqvGMf+2c5kYEUIEt6Ue/zl+n/XYGn58HVlrg5CIuwWezx0xo4es7p7nS8e/znh/BkOWSJ1EcprCY9U84n78PquxVZbcSV5sXeG8tUQfMISEflKnF0ghN409/m7kbzGy6ywkqswZ/rP5WLEiNDp5vMYcWnMSS4JYpE0y1OmVV3AaAxt+VfYZVzWmdBlFBJR8mYrbR7I3MUfitGNVzMJgPhrJEgCtXp6D2hKlxgKH9jludyK0wkFl4ClkrqNyQ4eLaQ8z5ZD7V7+BpAwGtnbc5j+8sc0f39nHDVzi0YCeZQzSJM0D1NS7aKm7SIqFIinIwuezKZXXUhpxUUeWDYqFX2Fs/F+QSd9Akj79ms0hQ4b842bYkHfIkCHfQ6va580/eMrWvYFYMWMa1/7pHCsvjqFqPyUTgB+AEAL7cYPW17fx93vPxFNDafH19Hd4I79GdHSOi/55rlcXmdoF3Ro0A63kJf5QvcmbxgNq+jqobeKy4DeTMlcTPbp+gq3Oq6x1XPJNjSvtFS71T6Ej0xGCahBSdwTHnkCWA5RYjRHdZ8WfAiQUQJYkAtmllL3Hk+Jb2NlHjJsWunySWuWYlDp5vG6B1eolrhxcxXDVkzJ6TlbWB+ckSyEF3Sc7/gDp9B8TJo7xrAj11Uscdl4gG62RGV39WNTpqDHHemOW9cYCm8156mHs5MLBjC9zwVU4rwX0sl0eJtvUVI+0XufLM/+Jtpfiv+z8HlrfoqeV6WlHdLVj+koF357Cb13Bb19EhCZIHjIBsfgmUvErCL2OEupMuJNcj8qcSR+Ri1WodJN8ZfsUD+OP8WWfkd4iBecU0eDvd+CTQ5lsJ0exVcT0IriKSzVVoZqs4Cv+T2mGfX9ygclnrHEuOgUUJNa1Bm/HtshMf5vTI/fxfJOj9S/z3OEr5FFoSy73jAp3jSrHaoeOfowfW+PQyVAt/RNCt4gW2WYq8zb/snuJz3YuoQgVFZlNAv7A3OTd2CqdxKNBA2cghkJoF4kjeK11hZcqryL5JlFZIq+eWOnj81ivshF5yu34++TCJBea13hkzbKEwueEhi5JBIR4+JSQ+C/GFnvFm4xn11lOlJg33WfCqmyZ1Dt5nPYYUaGQiDcweqN0Dy/RK50BoSAhyCsy07pEQpGoBYKG3yJkCx+FlhFDH90kNfqAaHEdWXXxA42j2jzl+izHtXke9aZZJ0qIRAS4jMp1VeOluSynzo1gns6ipgyafZc/vL3P//vOLpvVHhFNJqIr1HseshxiJh8j4m+jxJ8gnaSixmXB9bjK5xMOMdklYk4zOvZbjI3+BpHI9Kc6j4YMGfKPl6GQGjJkCDAQKwePm9z+6jb764MIlG4qPP+bC5x7eeJn0hRTeCH7rz/CfaOCYQ0EXEDAO4n7PJ0pkx8fIVWe5/x+jmR1UFvjmgrrUw5/at7lnn+bdvhw4KAW6iS9Ar+Wa3I1VUeWBFutZTpb57jcOc/ySfPbIxHwOAgJHEHXk5ARJEybMQ0miaLL8iBlT/awUk/ZL7xLI3ePRKyGeiKcDuwoB+1Rgn6Oq84o+aNX+B8tjVlbZcVXUb8rZ02TQiY1mXxhG3/5T+nnHuJ2i7S2LuH080TStUFNSmbwct2zkzytnuJ+fZ61+ilKbo4QCQ1IhxIVWZAJJP65pRDLNtge28fTPI6CJAQKhmzx5dn/hC5b/J8H5zkWdWy5BJIgdHKIxmdx2ucJggSDmizQtTpa/htIqfdRkMk5E1zSYpxL1phM76DIIU87Gf66GeeJaCAQjPaWeX771xjtzNCMNjjI7+Nozg958yFpJSk0R0hZKUIppBGvU0lW6Bu9TzXtLxZq3LBfPeZQAAAgAElEQVRHuWaPEBUau2qbO9m75Ba/QiFeYqMxx+rab/PL/QnOBnEUZI6UHneNCveNKl3Zw4xtcxDCw+OX8PwkauIBZv6vOBekeKF7gTlrirw3wpifpAx8TamzNfv7eKm7POwbBFIAoYrup5j2UvzT+i+xUL2CFUJalRlRJXRZwifkQG1zaBzw7cRt7rfPc9hf4Muo/GsiGGKQ/hcQ0FHbVAKV7wiVb+mHULjF6dwjTiWPPxZBLdsGtU4O304yotuYbpr23vP0js4hAgMQJGSJaV0mr0p0QsGeaLArH4CXwPRzGIVNUmMPvidatVVdZLezzHZriQMrTjUcfM+LSFxH5ZwmM5WTsLIhr6oN3u3L/EFV41tNhQCJMS2kHUj0QglNsZESd1GS75/0dBvM3agsOBeVuGTazBshI5krjI7+M0aKX0TTPiF7/SFDhvxCMhRSQ4b8gmP3PNa/c8yD1w8+rIFSJa78ygzPfXEWRfl002F6Xo87D28if6vJeCmDemKDXdYbPJ0/JpHLsFKdQd30EF5IKEN9zOCNkT2+Gdxh276DJw8sm0MvRSYocilqcT17TE73MBWLfnOa0bXfZax9elC/pPRYdTRaDkS9wfmm1ZBRTWJWU0AJCBWbMLVLL7NGNXcXKbE/qN8QsGcl2GxN0euOMK66vNxZplC+yoErcdcJsD0dA+nDnj4IYrJgRlfJpUpYS39GO71Grz6HVZtBIBHNbxItrqFozqCnT32eJ/Ul7jcWWW/N4qABsChkzguFpCv4phKwpwnOBgHX4huUx+1ngsPHZVv0cDjkd8bvMGfa/LuywZajoTrzSI0r9HuL2F6SDwwtJMlFT72HmnsdWWuQ9Ca4ICe5EO8yndnGVG0s1+Tt2gRvWwEVtYyETN5eYLx3FiNMgJAoNouMNcaRhEQ1VeEoc0igBD/0nDBdk0KrSLaTQxEKfb1HJVWhEa8TyuHfv4NPCE3IXLGLPG+PkQ1NmrLFo+mvEZv7KzTV4e3Da2wfXuN5J88Fp8BkECdAsKE1uWtUWNMb6HqDhiRzs3wJL9CIpt+H3DeR9RpFL8u8NUXSHeFS5wKX3XEaK/8P/bG3+f1Hv8Jbno8SX0PWB3b9mpdg0RnhV8tfoNg8gxVAXpMY1SRi8mAedySHu0qL/+gbbEoOv2eW+V17iYgwnkVBAwK6kUN2fMFtL8576DxU68wVb3Eut8pS8oCZiPVhjZWtU+1mwYmR8uNweJX+0UVCf1AvaUgwrkmMazI+Afs02QtbCDeLEiSQYsfExh6QHl39WLTqoL7AnnOW/d4KB40CWx2wTmq/TiNzFYXnY4JLGY9OxOFPOjJ/VFMpezJJOSSvC/YdCVfIyGoLJXmX8ZEDJOOAmjNw95QQjGsSp0yPZROujr3I3MSXyeVeRVE+/YbhQ4YM+flmKKSGDPkFRAjB0dMWD984YON2mcAXSIMyGs69NMGN35jHjGmfylhCEbJWX+Pt3bdR3mlzaX+BnJ9GQsKTfWqFHmYmTvbIJGwNTCLUQoTWvM//wW3e6NzCCh6CbCGEjLAnyBPnpVSLq+ld+tY4SaVPJFFG644xsv67KPVldvRDdp0Yh70EKU9BQiIqw7QmiMe6YHSIJEr46U16mUc4yYHzXSBgt5/icXOOcnOeuNZnWXV4pXmWaPUCu27AphvS9zWUj4RNJCCvwpQmE4s3qMz9ObZZoduYJnBj6LEqsZFV9EQFgFYvx1blDAflBe41FngqpYFBwf51VC6HMtHAo+PIrCPzV1EXVxI8H91jLrWDIznsxB1aUpmWXKZHA0kS/F7W42rM5z/vX+Lu8Sv0uuP0XfODmQFIKOYuWvYt1PhDEkGBJSnPpXifhfQmcb2LH6jsNGd4u5XkERV6Wh01NChay4z0T6GJ7zUgUX2N8fo4uU6eQA44zhxRSZV/pPqnD9L+Cu0CETdKIAXUEzWqyQqWYf1Y8+/HQRKw5GW4YY+y6KVx1C5PFv8QefLv8IXCzYPrHFSXyXpJLroDUZUODWzJZ1Wvc1+vsmXUqAqdh40FAqEwk32fSOomFe0IW3ZRhEzKS5Nxx/hvJw6Ixctkbv/33GzM89f6Aavxh0iJRyiRQR8wJdSZtyb4fOkLFJrLuJ7GiCYzokNWGSxGNETI25LPtr5PN/MWF+w5XuxcJh5Gn4kqgaCptDjwQt6U+9yXojwUKqHcZ6Vwi8uFB0yl9piM9D6s+TsxS/GtNHptAW3nZUInC0jIQEaRmNIlTDmkJnUp+R5tOwkohGoLY3STVH6NxOjDZ9Gqdi/PfvsUB+5p9jtLHDRi7FqCAD6SBihxLeZzoPt8xRa82RlEqWaMEFX22bJVQiEj6RVGinu8sKxR9R/yqL6KEzgn4xNM6SFLpsr1seu8NP+7TBReZmAsPGTIkCE/mKGQGjLkF4h+2+XxzWNW3zikcdxH0WQkCXw3ZOZcjs/880WyY7Gf+jj2O/vcPL7JzcN38NbafPHoBZbsGRRkBAInGmBoBlJrELWQTBXfbHAvtc7XtHXuSE/oqGUAQi+JbM1QVCR+ubDPc6kyVFfw60tEc4/xRu4iezGMzdeo7hdounFazgKyawASmupgJkvEEzVSiQrJeBU78wQ3sQ9AEMpsdbOsNRfZqJ5FlwNmE7tcCjSuVZ7Ha82w7Tvsu+CHykeiTmBKMKHLTGgSbXOfjZF3UGUH2YshqR6R/AbR3FMkJcDzdXZrSxyUzlCqLPPQHmFfldARXJE0rqFwipCe1KXkytCP4QmZv473WVNl0mqHpfzfYUe3qal1OkoXAFkoJESelChwLWbjWim+sfcKpV7hZJQn0SeljZa5iZ68Q1KKMisKXIxZLGY2SJtNQiGz357mcX2Ku65LydjAVfqYfpLR/hny9jzySS+hH4TpmEzUp0j1Uziqw1H2gHq8/qOl6gmIOTHyrQKZXhZZyPSMHrVElUa8/iNFu35S8oHJNXuUS04B2WywvfT7iNFbdJwEq0eX2KqfQoQKM36SS06BFSeHgUJX8nik13hXq3NXcXjcmcYPFa6N3mYx+QDP1nmiNNkw94jKgn9bdEjL8Pjxa9wofY6UW+AWAa/LHW7GV3Fjj1Fij5G1DgBj1igvH7/GaGMF4UYpqjJ5XVBUVcwTE4qmbLMR2WA1ukk0MHmxe4Ux7+NGIL3QZ9sNuWke854asumnaSGjSg6fLbzPSuEuxdQOo9HOM2F15CiUuxmcbh6lcpro4TUke9AjzJRgVJMY0SQ8bCq+oOIa2MIDs4Gc6xJNPCWVWydafIyi2QghUW1N0+ou0bcW2G3Mc6sTYe/kNheQuILCsiZoagGve4IdT8KUBKenklR6dQ5qKiChmVWuzqt8/kyOB52/4ubxd/D9DrYAcSKspg2Z89kFrk9+gRdn/wX5aIEhQ4YM+X4MhdSQIf/I8d2ArXtV1t85ZvdhHREKknkT1/Kxez6j8ylufGmOydPZn9oYSr3SQDgd3+T20S1ypRhfarzKc70z6GIQ+QplgRyevE2rEup0nJ3JGt/SHvJG4za7vfuEsocIFUJrlrQ3RUbr8VLxPi8pKSK1FeTKeaJuktb8V2mPv4kIVaz9s7SevkLYXqbrqXT0Jq34NmP5I8YSLYqRDqR28WKDlfAw0Dhsj3Krvsha7TxNO8mZ3GPmI8dc648wc/xZGv0Eu75P05f4qAKQgezJ6ntGE9yPPOUgsk1Kc4nqLpHMDpHCY5STOqFya4Kd6hnaR2ep1ubZUhR21IBlSeGKpPKcgAlxzJFboeyqtORFDN/ElzzeyexxixRuaBLNvIU88pdIUoAqVLJ+hpyXRdenkZxRKr0MHUfmsFtEIAPhyWg91OQD9NQd0qrFkpzjXMxmLrVNJlJHCDjuTrDRWOJ+N86xvklb30FIgqQ7ykj/DGl34mPi8Ycl0U8yUZsk6kaxNZvjzOGPLqgAJVDIdnLkOnmibpSQkFasSS1Rox1tfWq1VEaocNEp8JxTJBU/pLT8+ziZp1h2knvHl9iqLxMKBVXILLppzrk5TrkZdBQ6kss7eo0/lfvct9MEQuFi4QGvjr3LYrdIozHDvcQDri7cxJRD/l3FpGuludY9w6Xeaab7szSCBPeExOvGPvuxNdT4E9TIFsgBcSfFZ0ufZ7Z+HtnKkFZk0jrkNIkJeRB58Qk41MusRjapqHUu9k+zYs2jojyLVnlCcOwFrCot3owdse6nOfQTCCRyks+ruQfMFd4nldkgG21jnDSUbvoSh/04nU6esDlNtHQJvbaMLHTSCkxoMhElpONDNZAoyz3sRJlQF0S0BtnkLqnCOpHcFpIc4Psa5cY81eY05eYMW+1Z1kWSxkmWZxGYQ8FRQtaRsIKQbExjNNfmoNWl1coBMtFIn1dOpfncSo4993W+vvMXOPYhAqj7EsHJ5Bk1YlwqXuDG5Be4UnyO2dQs8tABcMiQIQyF1JAh/ygRoeBoo8nad47ZuF3GtQNiaYP8ZJzaYZdu3aEwneDGl+aZPpv9xI0k6nadd4/f5d3jd3nn6B0Omwdc7p3mi+0XudI5gyYGkYtBLGSANpPgeLrDzdga32zeZr31Ph49AAKnSMSeY0KMkDQqnE9u8JIzR6axQqR+BtWP40ZK7M3/Ed7YuyAk/O2XKD/+AmtSg1pqg1xuh8W4xbhpYyRKhNqgHkx4EWqtSW7Xl7hZP8Nhb4TF1DbzqU0W8LhcPYdRP8uhI1MNQnzx8WsVlWBMkxjXZSw63DL28eNH5CIdYpk9YsV1FGNwHp1elo3qGZqlM8il03S8GE+0AEmHC5LKRWTSWo99s8+m2sW2dHKtDIarUIpvs1F4yl7smGr9In7nHLJewhz7CtEIJKURokygiwKWY9DomDS6URx78KI8ldgnYzS5Vz2DEttATz4gFelwyohyLtpjKf6UhNEmFBKl7jjbzQWetic4lI+omeu4agslNCjYCxTtZUw/8ZNPFAGpXpqxxvhPLKgAIk6EbCdPtpNFCzU8xaMer9GI1+kb/U9HVAkYD2Kc7k1wLnVAd+FPsNOb+Haah0dXWK3PIxjcE03ILLsZzro5lt0MGjJ7OPxHpcPrQsIKNeaSO3xh+ltcVV3GK1cpL/wRjtrn35fiPPEDAnngZDjhFFm05ii4YxR68/SdMd7D5f3oE4L4Y4zYE4RRwfCinK49x0rlBonuBBFJJqnDrCYxqijPep/1JJttc58tc5eYn+Bqb4VE+GG0WghBNxQchC43IyW+rTfYsSexQx0JwbIEL6SeMlm4i5l+QjxeIaENxuqEsO/oVDsZnPYYWvUUqcoFNKtIVpUYVUGTJNqh4FBqc2Qe4cZCzpeq9Io+RvGQxMg6RuoQANeNUm0u0LXmaPTmeVyf4o6l0Tp5bUkDBhIVBCEwnukTTR6zXxfYnRlAJR4J+JWzY7ywFKXOTf5u/2t02vdIqWCFEjuuTO9koSepRblUvMLlkee4XLzM2dxZTNVkyJAhv3gMhdSQIf9IEKHgeKvNxntlNt4r0204qIbC3IU8mi6zfb9Kv+2Rm4hz/dfnmLuY/0QElBCC/e4+d8p3BlvpDhutDVJ+nBesS3yx+xILrQkU8fEVXCmj0zwdcC+9wTe673GvfhsrHLgFhm4ayV5iIXGRxdw48fAe0+VdLvSXyDfOotmD9KOO2qaWeog/9RZu/gGHrsrT4wWO+hEyqTLLZsik6WBEG4PCFiEh90Zptie411jgbxqL7PWLjMeOOZV9zJRe42x7jJHj67TtBBVfYH/Xo0+XoKhKjKsgSYItGhxn1kkmS6Qyh0TyT1DNQXqV68Q4aE2xffAc8tE5kt0s+6qgo4eMqjIXZJm8anMQ6bJpdDhQLeKdBJodYsklyvFtDlObNM1jBApe7TO4tdcQQiWd3aWQDtCkDGEo4dnQ7hk0eyaerwACSfZ4rvCALy/9GXcbM/xpZZxirM35mGAp2mA2vk1M7REImcP2FNvNBXbaM5TlCg3jKR19DyRB1BshZ58m5cwS/eC34JP8TfguQeWoNuVUmVqy+mOZSUhCItlPkevkSPZSyMg4qkMjXqcRr2Pp1qciqhwvSqYzxxdzG6QW/gw7tQV2hsrRVd5pzNAWH9bh6Cei6rSbZclLg1D4Cg7/WbIpCZms0eTV6df5TPEOGaM7cFh8+F/x/6nr3ItskA6StNQmfcUGIO2lyLpjjFvTFDsX6NtF7qgNdmJPSUQ30WKb+JLNTOMs89XnmGotowqVhOIzY8qMKzqGDPJJ3VRDa7AV3aCGzYw9yYIz/bFoVSAEjSDkidzhm7F97siCcm+SEAUVwVlkXjRaTBXvIGcfIiX3SJs9ZOmkRYAnc9SL0+sWkFqTmJUV0vUzFKQoo5qEJAlsv4Xnb6GGj/GI0x2dpB+vEEnvEi88QU8M0n09z6TSmKXWnqQqzrNRneZBV6FzMmVVBs0swSebWkM2SzT7hUGPNKGjywEXszLncg7EHrEj7hBK64zrHpok2PcUthyZij94pinIzGmTLOkzLOjTzOuTvPZPfu9n4nQ6ZMiQT5ehkBoy5OeYMBQcb7R4+l6ZzffK9FousioxvZJj8nSGZqXP+tvHeHbA5OkMl78wzdTKTxaB8kOf9cY6d0p3eK/8Hu+X36diVZCExHnvFF+0XuRCY5GMlfhYylegwv5Mg0fTB7zpPmS1eY/+B8LJjxP2FxjRznF99DnmDQu1tMpEVWKhu0j0pL4ikFx6sk0QhmwXbnF/9G+pmSUCIZOUFJZVjYJpo6oDK3TZi6C35mm3J1ltzvLV5iIbvkFc63Iq+4SZ2C4LdoTpo+u4nTGaAd8jnBQgr0qMqaDKEqWwRzWzhpnbJp7bIpLdRD5J1fPdCG07xW59gcbjz5FrTgISdS3E0GBBkxnR+pRjfbYiHXbNDn3RI3AsXL9BWy9Rie3hqgPjBEXoRMMidC9RqzyH40VIxyxmiw0IJRo9k0YvQscyEEgghYAPQseQLf7Nlf+d89kt3mnO0WeMJX2fscg+ihRiBwZ7vVk2O0ts9+ZwnRIN4wlNY4tQdlGDKBlngYyzhPmR/k+mGBh+fKJC6gNOBNVIc5S4E8eXfWqJKpVUGVdzf6xdKoFCqpcm082StJJISNiaTSNWpxlv/NRFlRcqPOqNobsp/uvCKisz38TPPkbyDcTRDdbK53kgQlzpQ8GoCIlZL8kZN8uSk+EBMr+Pyx0CFASXM4/5pbm/4Uz2MfHqeRKbv847UoWvp97GlnwW7Rk6apvV6AZNdSDq9SBCxh1lqr9IorNC3xrlgdbAi22QjW7SNvYo9seYaZxltn6OiJ8AQrIRi0U1SkKWiEoqMhIhAeXYDgdaFc/XmbUnGfFzH/u+22FIOwx5oLb4m+gBD4RB3RoDIELAeSSuK4JTmSdI+fex00+JxqoYyuA6OCEcuArVXpJ+t4BoTZGsnWK6dZoxOYoiLCyzSU87oCe1CYMYrqSipTuY6V3i+ScYqSMAfF+j1pqjbi9QsefYrs3woB2h9hGNLukVosn3kbQWjjVJ0DtN6A0MXmbjcDknyCUPqGvv0eR9Jo0mc3pAK5TZcmQ2bIMDT+CftAtIGSnO5c5xLv/hlo98byPqIUOG/HwzFFJDhvyc4do++2sNdu5X2b5fo992UVSZ6bNZ5i8VkDWZx+8cs/ugBpLE4nNFjIkusfyP50LV8ltsWVtsWVs87T9lw9rACQfCYT6c5rXOZ3iudYrxXh6VD4/Rky2eJvd5OHXEu8YTNvqreGIgEEIvRdCfo6Cd5vnic3wmUcBo7CDvVZltjRP3UgAEkk8Pm32zxFNjn43EKnZ2nbjZZVaTmdZDTPWkSWuoYHQn0VuzVNuTPGpP8bedCR4hiGhdljJPmYgeMmlFmC6dRepN0vEVvO96tKkSZGTIqRKSBA3jmF56EzOzTTS/gZneQ5JDhJAI3ChuoHLYGae28wKx3auooYYlh2iaxLgakjY6VPUmB0qLXa1EQ6/T0iz6SpOmXsHRBml/cqiQdArEggyqmScmitjWOFu1LG07gqm5ZOI2fiifRJ0G6ZGybBMKQJhAgBrdZyH/lP9u4Ruk1C5WGCGqDK57zcmz3Z1npzvPoTWGJZfpqhv0lE18uYskVFLOLBlnkbg3duK59nF+qkLqI0TtGMXWCJnuQMQ1Yw2qySqdSPvHFj5KoJI+EVWJE6HvKi6tWJNWtEkn0kHIn/x5CQHHTor1/hgI+M38Iz43cROzcA8kQax8hd7xVda7edb1Fl3Ze/Z/JQHjfpzTXoaIk+I7ocbX8GghKBgNXpp6g+eLdykqAcnyc3i1Jf5WlHgreZfT/Xku91boqh3uRZ/wfvQxTa0FnJiQuFkK3VNEuuew7HGO1DZ+dINu9CnjwmOmM8t04yzF3qCBbaj0yUUcppQoGWSSkomMjCCkbh5TVlpIvsm4VyAZxj92DRwR0ghC3lObfCNyxGoYp+PkADAlnyUp4LxQuBFpk8g9pJ15RJDYJx5poZ7ck24A+65KtZfE6hSQ21PkG0uc7pwhochYWoXQbNKR2niBjhPqiGyfaGyLRO4JRnr/WW+pVmeUameGUm+a7eYs95rjVIQChCjRLbTke8jGMYG1QNg5i29NIZAx5JCFqMdErAWxx4SxW2SjByybHlNayLEvseWo7HppKkTY69cJxUCxjcZGOZ8/z9ncWc7mz3I6c5q0mf7E59uQIUM+PYZCasiQnwOa5T4792vsPKhy8KRJ6At0U2FqJcvC5SK5yThPbpV49OYRvaZDNKlz5rNjrLw4TjIX4Yf9DlmBxba9zWZ/k217my1ri5pXA0BC4kywyOda17nYWmLUzj0TTh4BO+YBa+Y2d+LbPE7sUeWQD5q5BvYIoTVLUTvDa/mrvBwtYDYOkfa6FLspVKEiEJTUGjvmEbvGAZXEU3qJHaLRJmN6wLQmkVBPbLqEhN6dwGzPobVnOWxOc7c3yq1Q5j4BhtZhIb3JhFlivJtmvHIG0c9jhzLf/STTJcgokFAkfL1JK7WFnN4imt3GzG6j6INaqjBQCL0IkuLSdFKUDy6j7lwnaE4PrBu0gHE8Rq0dZOcB29Jjvnq6QCPp0dFadNU2tjrYlyQkMv1RstY4cT+HJsfQ5AiypCAEHOkZNmsZOnYEWQpRJIF30qhUknyQHUQQAWSQbWKxA2YyFa4XN7mYWCWptQFwQ409Z54de5Fte4l+V6Uv9p+Jp0C2kIRCJJgiZ02TdGZR+MG295+WkPoAzdMptovk2nnUUMVRHeqJGrVE9ceOUgGovkqynyLdT5PoJ1GEQiAFdKJtWtEm7WgbT/X+/h39CFiBxnpvjJqXIKFYPJd+zCuj95koPkDW+qhWjuThi/RKV3gSwppepyrbHxOOsVBjxk3RtbPcCnTun8zo5fghLxsdro/dRk9tEm0u063P8XbQZc3Y4UJ/mddaLyAIeRDZ4GZsjUeRLSpGifAkGqZ7UdL9U4jmc5Ssafpql2hkhxWtQtZTMftFJlrLxE4WOmyjTjzSZVxWmVI1Mn4OJRz0YuqpbWpymxCJrJ/6HmHlioBGGLKq9HnbqPAuUHEGkWdVCphT+ywKhbOhxsVYHZF9SDOzjkjsEzU7yCfXpBfAoadQ68fp9zIE3RFi7VnmuzMUXRMvJ2hrPXphSOCqKJEeurlPIrVFNLv1rH7R80zqrVnK3Umedia535xm106gJB6hJu6jRLYJrDlE9zT0TuGc1AjGlJDFmEsuVkaJPSKauE0hUuWUGZBVBU4IW36CY8aoigRbvSYHvaNn12EkOsLp7GmWM8uczp7mVPYUU4mpoZnFkCE/JwyF1JAh/wDpt10OHjc4WG+wv9agVRlEFDKjUWbO5Zg5nyddjLB1t8qTWyWOng7cyaZXspx9cYKZC7mPNdL9ft+hlt9iz95j194dbNYux+4x4uTFbIQ8l6wz3GieZakzTTZIIjNosLljHLFp7rNq7vLA3OHQ3Cc8WUUP/RihNYXsTXM5ep5fTqxwITRRSyUidQk90Gmobbb1Q3aMI45i2/SS2yjRCgXDZVwLGdUE6gcvj6GM1hsl0pnBbM9Be5pHnUnuBSp3CVjHJxWpspjcphCEjDXHyLcnCdzoM9etD5CAmAQxBdRYBSu1B4k9Iuk9zMwuWnSQaihCCddJoEgCWe/Rd+NUj88iH53DLq0QuDH6kTa+4pOmzn5knR3zgHqkSTvSoWv2ntX2yKFM2hoh15+g0J0k5acxpAhupIN/khIYCmj6ETbsIkdeGk98aCMuSR4oFiIwQAxeUk2jwnT6gEu5LS7nVsmbZWRJEAoJWRL0/Di3ar/EoTWHg0VL2qcp7dPmkEBykYVK0p8k7c+Q8qdQ0FAt/4ebnB+khX7KvwlSKJHup8m18ySsJACdSJt6vE4r1vyJLM+lUCJhJUj106R6afRAB8DWLNqRDp1om67Z+URs1YWAspvkcW8UV2iM6E2WYkcsZp+wkntCNrWLBERrZ0ke3yConmVL8tjQWmxqLSz5w/skCYh7KWzF4Z4X47A3iozgGiovGR0u5FcxcqsghTjdUR7YMutBlyV7mhe7V8j7afo4vJ54yK3oUzYiuzT0Ms6Jdb7fm8cr/Rq+M4FCyLLscsE8IqrU6PkySj/HSGcO7UQ8dY0qarTOVMRnRlPIuwUMa2Rw3gjachdbdomEBvEwivyRiGeIoCN8toXPu1qDm4rDupskOBH2SdViQXGYCxXOComz8RpeeoNm6jFB/IhIpPkscuULKHkSR45Gu5/C7uVR22Pk7WmyzNGORTgyXDxPIuW0yasH5OK7JDNbGKlDJHlwn103RrU1xX5nkkedUR4HHk19BzW+hgjNQU1V+yKhNYUnBnMmJodMR13GxlwKoztE+AYZdpk3fKInp1sLY5TkaXrqJNVA42l7j+3WNoEYHDeqRlnOLHMqe2qwZU4xn5onrn9cjA4ZMuRnz1BIDRnyDwCr43L0tMX+iXiqHw5WSXVTYa9vw2MAACAASURBVHwpzdRKjplzOXRTYft+lSe3yuyvNRChIDMaZenaCKdujJLMf28jVC/w+OrbX2Xf2WfX3n0mnlp+69lnciLDojvD9dYKZzsLjHl5dKHRky22jAOemnusmns8Mfcp60eEJy8aItQI7XHC/hTLwTKvsMBlP0LBCTBclbra4sAocaCVqcZ36MX2CGNlUoZDUQ0Z1UKSH8k4FE4CsztJtD2L2ZlC707iBBprCN60k9wRsE1AQuswqTU54ypMdQoYToLw+6ShGUBEd9CSx/jJPdTkHpH0PkZ6D0UfiFMhJGw7BaGEYXSRVQ/bjdKrLuCVVugfn8XpjGClN9lP7bCm9qipTTTzEFdv4Kr2h8fzomSsUYrdafK9SXL9caJegsDsYJk17EgDIYf0JJOGH6Pmx6h4Cep+7MSWHCAE2QEhPxNOhtpmIn7ASnqHG2N3GE+c1H6EKo1+HtuLUEwcoisua+VzvFWbpq6WaGiH9NXmYC6FUVLuOCl7gpQ7jvJD9Hz6vvyMhNRH0T39meW54RsIQtqRDs14g2as8ZMJHgERN0LCSpKwEsStBIoYmCr0jR6dSIee2aVrdn+i4/ihzI6dZ9fKIYBxo8lMpEouUmc+t85i7glRo40IFSL1M6SPbxAtX6YsYENvsq222Ve7OCffxYTRZL74gLXWHO8cPE/NTSIBKyh8FpXrRouxzFPc+AEeIftByLYjY/QLPN+7yIg3SLM7UOvcMw95P7LHtnFAR63R8qP0Ws/hd1YAgRbZYR7B884Yo3KAqjSpBx6OGyHWH8H0B+5+fa1NP3ZAIdZjyggYD9Nku7No/kAQhIT0JJtQCjBDE+O7oqEeITXhsSV5vK90uaP4rLrJZ3/PG02mFZuJQGU+MDhrdskkDmmkn2AndlFiFcyTxQoYRK/KvkzNMehaCdx+GtEvYDqTxOQRumoBOxQkgzpZ/YhsdJ9kehcjeYh0cq89N0KjM8q+E2E79NiX6hyGffpOAa99Ab97GskZJTgRVooEi5kIi2MhZnyNiPImeeUuc7pD/OTZZwuNvjpBX5vH0Sao+BJPWlus19fpet1n4y9Gi8yn5j/c0vPMpebImbmhscWQIT8jhkJqyJBPmTAIqR30ON5scbzVorTZfhZxUjWZsaU0k6cyTCxnyE/FqB/22b5fZedBjdJ2GwQk8yZLV0dYujZCdjyGJEnYvs1Oe4eN5gYbrQ02m5tstDbYbe8+W+lUhMxUOM5if5pL7SWW7RlG3Byu7LNrHLGnH/HUOOKxccihcUxXa344bj9GaI0z1l/gurfAZS/PnGciZIeyVudQL3NkHNGJ7+HHShhmi7wWUNRCiqrA+IjOCT0DpTdGtDdBtDON0Z3C6EwSKg52aosdtcNbToK/bExRDWKoBIwLn7O2zinHQON7670MzcJIHqEkj1CSh5iJQ/TkEXq89uwzvq/TtzIEQiZmNtD1gQhyrDRWdZFOeZGjdo6qcOlkn9CIHlFSOzSUHnykbkUJNOJuhrRVINebZLQzS6E3RcRP4Co2faNFX2/R01s4mk+XCA0/Si2MUg+iOOEHgveD56rEh72dIKq1mUvucjb7lEvFexSjVSQJLC9KrTdKtTdCrTuKEHBu4juMJo6oOBH+sJLkcdhFSAJJyCT9IllvjIw3QTRI4Yby4DA/Cf8AhNQzBESdKOlehkw3g+GbCARds0M72qYdbf3EZhKSkIjaMZJWkoSVJGZHn9WO2ZpF1+w+E1aO5vzIx3JClc1+gSMnjUBiRG8zE6mSUC2y0QrTmU2mM5vEjQ4ilFGai2Sql0hUL6B2xykpfXa1Drtqhz29wcToe5wbu81eZ5xvbn2ep/UzVIKBNfcIcB2NK6hckgTx1A5OfB9LtqlINjVHIdteZKW/jIaKJTk8No/YVlvsqD3WlQ57do5GbxYhdGSthpp6Dy2yxYI1x7neCqfsUeKSTZ0eLU9GcpKYburZ+TbNEmG0St50GNUFI0GKgjV5Ym5xck1wCaQQXaio3yX4fUIqeOzgsqFa3CPkrm/SPbknca3HpN5iNISxwGRR9liI11DjR7QT23jxIzSz8f+zd99xdlz1/f9fn2m37N2m3VVv7rLjhi25YQwJJPSQEIoJxoViAgmkkQRIAuGbkJCE5Be+BALGjWKICTgQQkIgX3pxkXsvSFbX7mr73jZ3Zs7vj7uSVrIsS/JKV7t6Px+P0Z2ZO+VztXPvzGfOmXPIhbu/z3EGg4kx0PAZrZaoVTtwtW6o9pJPFuLSHnKW0pMfpKu4nY72beQ7t+yq9gswWS+wNQ7YnNXoT42t1Q4273gO5YnTSGuLICuw8+CIzFhU9FjcMc6C7nvpab+DlYX1LI52fzknaCMNV5DkjicOF1GmjU3l7awbXce6sXVUkt377og6OL7zeE7oOoHjOo9jeftylrYvZWn7UgrBU2+uicjMUSIlchilScbwtjI7Nk2yY/MEgxubQxI3T5iFjoiFx3Ww8PhOFp7QyfwV7UyO1Nn6+ChbHx9l08PDVMZiMJi/ooOlp3cQnVBnsjTMpolNbBjf0Hwd28DW8layqatkH4/F2QKW1RZw8sQKTq6tYFG9h7qfsC23g63BAOuiAZ6MBtie20453F065bKA9toSTiyfxGm1paxM28njmAzKDIZDTBS3UW3bTpYfJsiN0xkm9ASOnmCv0iUHWa2LYHIxhfISSuVF5CqLicqLIG6jUthB2rWORseTTBS2c28jz+0jx3PfjtMZr7ezIDVOaPgcnwQsSA0Pw/w6udIgUWmAoH2AsDRAVBogKvUTFncnfWkaUK7Mo9YogpfSXhykEDUbZRhphGwbXcDARDeDtTzDKYznRhnPDVH2d5cuQbMZ9iyeTz7uZlmtk5WVhcyfWEZXrQ+baha6FlYpR5OMRhX6w5hR85l0IeNZwGRaJJkqVQIHFgMeuICdF1VGSl9hgFO617Nq3uOc2L2envwwjTRirNzDWKWHsXIvo+VehrMuKv4o+fYnObP3cU4pjVHN4H/GQ346EVFMeulsLKCjMZ/Oxnx8Qjy3++Ks5vbsQPhQHAXp0745KMRFuie76ah0UoyLADT8uJlUFcaZzE/SeBbPVUGzGmBbvY22WolSrURbrUSQNS/2Uy+hElWp5MpUcxUquQq1sHZA/+X1LGBjtYct9W5S59MZVFiUG2FBbpzAUuYVd7C8++cs6thEd3G4ub96B8HQafQOnkXH6CqCejejXp2tpQ3UT/waxd6HqDfy3L75Au7Ytpr+ehdjjTYaUzcillnGuS7kHCJ+AZ8+UuLSNur5IcrBJFWXkav2sGT8VAyfusU8ntvCQ9EQaxsej8Y9DKVdgFGM+skXH4OO+4gLm5hXX8qq8bNZVT2RU6oLiTLYTpmR1JHVi4TJ7j6pxnNDVAr9tOViFvoBi12Jhck8Ohtd+NNumiQkgOE3fw32+P+rktJvMU96NR61hAfSiPXOY3RnK3rRGAuicXozmJ/mOMFSjiuO0tk2QK19C7XSFrzCEPlcZY/tVjLYkXiMNHwm6gWqtRKNWgdZpZso7qbDjHm5hJ62Edo6thJ1bMfzd1e/LKfGQGJsj33WjZzIxpFT6Z84nsnafFyWY+fB4QHtPszLVektbWVxx0Oc1XcXy0tDu+5dTGQR9WA+Uf54vMKJZNEiJjKfJ8c3sG5sHetG1zFSH9kj/r5CH8val7G0feker8val9Gd61ZJlsizpERKZAZkmWNiqMrI9goj2ysMb5lkcPMkI9vKZGnzuxNEHj1LSiw4roOFx3Wy4PgOCu0hw1sqDGwYZ9sTo2x6fAcDtQEmciPEnePYwiqNnkkmwiE2lzexvdq/K1kCaHMFFsfzWVKdz6rqSvqSLnwXUIti+oMR1vuDbAoHGYgGmQiHmw9VAJ7z6Kv3sqK+jEVxL11podm3SlimWhigWthBkhvBchOUgoR5gaPHd8wLHP60865zRlrrwKv0kassoFhdSLG6gKi8iKiyANKQMa/GeH6YuGMjuZ4HSTvXE7dtZ1uljweGTuHewdN5fPh45iURK1zCSdE4K6IR2orDBMVhwuIwUdsOwtLAHskSQL3eRqXWRa2RJ/MywtwwhOOMZDCaeIwmAUPVNobiiOEsY9yrknq7q2MZUCKgkBXJar3UKksYry+iWl9IUO9hVZznnFpEX9a821316wzkagwENYaCBkN+g0lCKmmRJJt+57fZIIRhuCwP06odeqT0FIY4q+9Bzl94J8s7ttBo5JisdjFR6Wak0sdYpZexOKIcjDMZjDWHcIilHUNcXIpZVcioZrB2rIv7Bk8iHy+mvdG7z+p6x0witZcwCWmvdNBR7aCj0rkr2Yn9mMnCxK6SpGpU2/W9OCQOco08pVobxXobhXqRYlzAm+ojKrWUWlSlGlWpRTVqYfM1DuJ9/ikamcfWejdb611U0jweGfNz48yPxpkXTuJbsxXKRR2bWdy5kYUdW4j8ZnLYqHXhjZ5A5/AqekdOI/Nr7Djx36n0PoBr5KkMnMOG7Wdyf62T9VnAcFJktFEknUpWuizlVC/jdBdxelbgFHxKGGlQJs4PUQ8mySyj0GgnrM8jaLRzf7CDr1uZtWmOHVkzeS16k/QGA7TlthAUN1ALx6gGZbqzTlZUTuKE6vEcV11Md72dEVdnh4upJgHWKOwq7UstYTzfbIUvF8XMs5AFro1FaRc9SSfRtGqAGQ6m+rPaO8FqkDFEg61eg/WW8Fjm86Tz2E7GMI7Ai+nNjdJNQmfmsRjH8YVxFufHKBb7SdoGSIs78PKj5KIK3rRjJXEwkhgjqTHRCKjFRer1NpJGHssigixHW5DQVRyhrzRMd6G6R2yjjYDHR5fz85ET2Tq+nIHKIkbrXTTc7s9mOPKWUQrqdOVH6GvbworODZzQ9SQL2wYI/TrjLk/szSPIL8XPr8CipaR+JyNxhc2Tm9k0sYlNE5sYqAzssf+2sI1FbYtY0LaAhcWFLGybNhQXsqBtgUq0RJ6BEimRA5SlGZMjdSaGaowP1Rjf0UycRvvLjPZXSZPdF6zFjojeZe30LivRu7Q5JFHMk1s2s2HbVjZs38LWke0MVPop50YoRyNM5EeYDMZxe13UdaXtzK/PY0V9Eb2NboouT4pjOKyyPRxlwB9hOBhiMhwlsxRz0J620ZGW6ExKdCXtlDwjCmIsrJBFE7hogiCqUAoSOn1Hl+/o9PesfrdTEhex6jzCynzylYW01eaTq84nrPYS1uZhLqCcOUYtZjSaYLzYj+tcR6H3IYrzHoOpxGXzxCI2ji9hoNpHudZBrxezODdGb36EzsIwUXF4V0e2Ozln1GsdVOolyo0CVZdRC8rUgnFGXIOhxGM0NUZTYyzxqD81fIpZSJfn0+VB0QuIGj3kJhaRDJ9CpbKUwazIBvOZ9AAHixNjZeJR8BoMh3VG/Aaj5igT0phWPWfqfwfzYgwjy3JMT5iMbNdzT525MU7veYjV8+9hfm6MiVo3Y7Vuxqpd7KgGTFhMLZik6k9QDsepBKPEfhXDsSzKOKfgWF1MKAUZ5UbEQwOnsX7gbJIsxzOxp6Q+x0YitYep556aJUjtlKqlXQ1KZJZRjapUo2YJUjVXoRpVD6kj4On7yzfyFOtFCvU2ivUC+UaBMN19gdxMsGrUwxr1sE49qBOHdephnYbfwAHjSYGt9S4G4k4S5+OR0RNO0hNN0B1WKHgxnmV0F4foK22jr7SdvtJ2CmHzgj1NAxrlhYT1bqJwgrRjI3gZheFTaOtfQzJ4Ov1pyAMW8ygZG5zH9jRkMot2xTnPEo73E070HCemBU5K21iKRw7DkZJE46RBBbyMgdTnp40CP0o97neQYXhkdIZjtEVDFMIxOoIanl+l4Veoe5N0ZQELGp30NRawsDafBbUFlOISY67BcNagmnpkSbRHU/w1v0ySHyGIauSDlHbPp8cV6cna6E06yLM7/uafo3nU7p1kZTgmSOm3hM1kbHTGVmA7GdvJ2IEjH07Q6ddoy6A7M5bnJlleHGVeYZBicQC/OEyWH8WPJojC2q7WBHeqZ+z6jZpIfOqNHGkakqY+ZmBegyiM6QzrdAWOdt+RJm1sm1zM+rFlbBpfRn9lATtq8ygnxb0OtOaToXm/QXs4QVd+hJ7iEPMLO1hU2k5HNEYQ1QnyRpDvJYgWkQR9pH43seUZqo2yrbyN7eXt9Ff6Ga4NP+VQ7sx17kqy+op99OR76Cn00Fvo3WO8GBRVuiXHJCVSIoDLHNXJBuWxOpWxmPJYnfJonfGhGhNDVcZ31JgcqeOy3d8DM2jricj3egTzUrLOGtXiGENpP9urW9hRHmS4McxoNsq4N0rsPbVKUZD6LIr76E27KCUlvCwkBqpBjTF/gslggkl/nMQaFFyOQpajnYCiB0XPUfQg56UEQQMvqBMGdXJBTLvnKPmOkgft/p6lSLs/s0cWl7BaF0FtHlGtl0JtHvl6D0F9HmGti6DejbmAhnOMZY4RazAWTlLOjRC39eM6NpDvfpzuji1Ewe7PV01yVJM8mfMILaEYVgn9p7YKlyYh1VoHlbhAOQmYcBmjVmPYKzPgGmxvGGOp95TW92CqxbKsQCkt0OFydPmOrrBBV1Sj6BtBvRcbX046upLq8Ep21Nvp94x+P6Pfzxj3aOYUzhGaw5GR4LN3omHWwCwD55G5PR+GN1IKQR0H1JL87sQpGmNFaRs9uSGK4Q5ilzKWelQtpuZPUgsmqPmT1P0yblpHrOY8FrgSJ4c+JxcaHF8apRjGpJnHttHlPDG8im1jy6Y1TCGHxEGURLTVSs1kJy5SrBd3lVpBs0pgLazvSnZqYfM1DuJD7mvKT33ycYF8I08hLpCPC+QaOaIk2uMiPyMjDuNdyVXsNxjDGHAhW7ICw/jUDHJ+g+6gTEdQpT2oUQpqBJbSnhunt62f7uKOqWFoV6kVNL/7zb7QwK/2UBw9ifaB51DacRZelmeYlDutxoPWYB0Zm52xw3lk02Kc5zVY4jdY4qUswWN5WmR5UmIBHu1AFbjHatxtMXc5x+POdq3fawkLvRrt4RguGiLLDZMGZVIHZkaUGQuyIn1pkc40T6nRRaneTVvcTq6Rb964oUE1cyRpiLm9vg9BDctN4Id18n5GwYx2C+nMCvSkbbTx1FKWp0u2YhyTZIyQ0Y9jO45+HDtwDJExSkLi1UlpkLeMBbkJFuXG6MuP0FHcQVt+hEJ+lDA3ThCViYI63j6On9TBZGaMpzCZGtXUp5F5pK55K8QsxQxqSZHJuIPRai8j1fmMVRYyWl3AeHU+mdszgYysQeglzU9kKb6X0BZW6Igm6MqP0RFM0hFNUso1yEcQ5T2sGEAxIvWL1F1EJUsYrY3RX+lnsDrISG1k1//VdHk/T0+hZ1dyNS8/j85cJ525TrpyXXRGnXtO5zqJ/Ogp2xGZbWY0kTKzlwAfA3zgWufcR/Z6Pwd8DjgXGAJe75x7cn/bVCIlh6IRp9TLDWrlhFq5MTXemBpPqJZjJsdqTI7VqI43qE+m+3wIP8vHJIUytfwEE+EwY+EgQ9F2tue2MJIbaLZe58DPfEouR0faRj4tkMsiPHwyHA1LiC3G9xJ8PyX0mkPkQd5zhJYRehmBl+J7KYGfEvkJkZeS9zOKHhTMUfQcBY+n3PGczqUBxCUsbieIOwjqXeTiTqK4kyDuwJ8agrgdP+4AZ9QcTLqMSS+m4lepRuPU8yMkxQGytn689s0U27ZTzJUJvANrpawWF5vVXBoh1dRnPIXRLGOHazBodYZdzIQzKhlMT1x8oIRPm4sopjmKWZ5ilqfkAtrMo+hn5MMEP0ixLMdkZT4Tk31MVuZTqXUzWW9nJMsx5jnK5qh7kOBwT3unNMOzDOe8fSYnRkIpqpDzY3zLqKch5dQnsRjzK1hQJgrGaItGiIJxPL+CBZMkfpm6V6XhP7WMzM9C8mmJfNrGfC/H4sCxMErozVXoKw5Tyjdb6YqTkP7xpWwdXc720WXEaZ6Gd2idKssBcBAmEcW4SD7Ok2vkyTfy5OMcQbZXa3JegziMaQQx8dTQ8BskfkKy6zV5Suny0+/biJJwKqnKkWvsHsIkIsye2rdXSkbFy5gwKJtR9RxVc6ReggtiXBCDX8cPawRhlc7CDrrbBukojNKRH6W7MER7fhR/WsmbczRvGCQFrNZNVFlI28QyipWF0CgxEJfYEJfY2Ciw0cEmUraSMb5X8hHh6PUSeryUXi+lD0dnGlFPC4zQrFa3kZT+aev4wBJzLLOU+V5Cp9egza+S86p4XpWGV6fupaQZRM6nzYWUyFPMQrwkj9doI2gU8ZMcaeoz4RLKLiXODJftfiYRmuXGBQ+CICYI6gR+Ss535DFKFtJGSJuLntKK4DNJcNRwVHCUgUkc4zhGcYzgGCVjkpQkmCTKjZLLjVLIDZMvDFOIRmnLj1OIyuTDMlFYI+fHhP7Tl4wmrvkMVyUzaplRz4zYGY3Mo54F1NKQapKnnBSoxEUmGu1UkyK1RpFq0ka1USJutEEWUsCI8AhcgIff7PoBhzeVgAVeg9BvkPNjorBGEJXxwhpEDbIgIQ0aNLwGdatTdVUmkzKTjUmS7Om7VSgEBTpznXREHZTCEqWoRFvY1hwPm+M7h329VwgLFPwCgReoNExaZsYSKTPzgceAXwY2A3cAb3DOPTRtmXcCZzrnfsvMLgV+3Tn3+v1tV4nU3OKco9FIqMcx9XpMLY6J45haPSauxdRrDRr1mEacENcT4rhBEqc06imNOCWpZaR1R7pzOs7IGg6X+FgSYFmAl4bN5xO8tHkXz0swL20OluL8mCyokQUVsrBMGlZJwgpJUCYLKzSCCmlYIQkq4DfX9SzD91J8HKHX7OMoNEfogY8j8DICc/iWEUy9H0x1pBp6KYGXccC/85mPJXm8RhEvacNvtBE0SgSNtqnpIv60ca/Rhp+04TWKZGlEQkLDEupeg7pfIw4qxOEkaW6MND+CKwxhhSEo7MDyIwRBvEe9/z3/XpA6jyQLqKc5qo08k3GBiTjHSBwxnjkmXJ0xqzFuDSazgFrq41tAHp8In8iFBC5HkOTwsgKWFCAt4NI8LsuRuYg0C8nwSfFpOI+G84nTkEYW0ciC5uD8AyyJcbsHy8ASzFKwBngNPKsTBGXCcBLfq2N+HWcxmSVTQwNnDcyvN59zmj74lad9nsacR5SFtLkcHS5HpxdQJKTd82n3oM13dAR1SlGVttwkxWhyj4vYyXqJ0XIvOyYXMDi5kNFKT7MJ9GmUSLWGn/rkG3lycZ4ojQiTiKgRESXNwXf7/rukXkLDayZVqZ+SeimZNV9TLyXzsmnjKallOMvILMN5jmxqfGcMYRY2E6skJEynxtMQPwnxs4AwDfD3U3UzxRGbo2EZiZeRehn4MVFuglJhmEJ+nHw0QRRW8IIYz4+xna9+Y+o1xgticIZlIV6ax9KIJC0QJ3nKaZ6JJMdYlmM4ybEjyTGQ5KmkIY0snPo+hzSmpsl8gqzZDmcGxBh17Cn3tTygCJQwOqaGToxOMkqWUbKEopfS5qW0u4yCZxRwRJYSOEeSedSzkDgJSdMQlwVkqU/sHDWXUiejkRlZtrMxmGbqlTPIe0ZkTA1G6DnyXkrOg8iDyDxCjMA8gmdRWpySkeJIcDRwJGTEXkwclonDSRrhJHE0ThpNkIbjZNEkhJNYWIaghhfU8PwY348J/AbhQTTPH2cQO2g4o+HYlZDFmUfDecSZTyPzqWc+jSwgzgKSLCB1Hi4LcM4jcx44f6rrhuZgu8Z9LPNwzgdnkBlZ5pPiSJ0jIyN1GbHfIHYNYr9O4jXILKVhMak1SPyYhOb3JSHDNYvaMIyclyPyc+T9PIWgQD7IUwjy5IMChTA/NV0g5+fIB3nyfp7Ijwi9kMALCL2wOfjh7vGp6ciLnva90AvxzMM3v/nq+bvG5dgwk4nUhcBfOOdePDX9PgDn3N9MW+Z/ppb5mZkFwHagz+1n40dbIvXFh7/IhvENQLMqQLx1EldPyTcizh/sw7MKXyncCQ68RhsuC/Cn7ibu/JCJJXS3DbOwaztlv9lCUE952e7rM3vqcw3TT437OlXusbxN7cymr9ecYbg93t+5rgHzyO91keh2rz9t2d0b2Fd8O3fs9py3c7uWNcctY/eF7s7pp77ndr4//T1zU9Whps+bvr0Mns3zDc/AsgBLQywLpy4koqnxCG/X/AhLQ7wsxEsKeGkOS/PNO6dpDi/JY2mONI1I0ogkC0nSiDgNaOARWzo1ZLvG615KxRJqXkLVkqnxlIqlVEipW/PE4gCmqoM4DOeMDI8s80icT5r5pM4jdf5UkjT16nzSzEhoVifJdjZM4AA8nNtZF85rngj30QT5oUnBEvASzBKwBubtfI13v3o1zK9hXhXza+BXMa+C51fBrzSTHK+Od4B/+/PbEpZHGTvLosyajXD4eHgYvhk+hu8MH/Ct2XKgT3M6nCpNDKaVJvrPUGJXjQtU4hLluEQlLjFZ62CsOo+xSjdJ9tRqLnt/z5VIHZ281CdMA4I0JEibCU2QNceDqfl+5uNnHl7mN8efJvnaH0dGZs0Ey1nzd9UBztxUdaupV2t+b3d+/x0eztnU97ZZec1c83j2XDNJ2T3MzJ198xrNm1lPuaGVNM8P037bbWf8xu7PsfOnx3Z/st3j7LHMzk+/5//V1Ou0852DPc59ey+7K/apmd7Uujt/+QwYn1xIXG/HcIwEdUJcc3BG6DyizCPvPPL45PAJzQgM8rYz6WomZaFBaEZozb6mfAzPdv8dzHY/cWlwSCUujozMr0/dOKw2B3/qNag1By8m82Myr95c1o+bNxt3zvdjnFfH+Q2cH+O8Bs6LwW88u0ZaDiT+qWN217ln57ibumrZa9y55vHOzuN95zrsPPYBbKrnht3nt91XK7sOul3n0J3j/cE4ZS/e1euDY/f7zk2bnhr3bXpF2OktNO1xyB3YDwAAIABJREFUZTXNvv++0w/X3fE0pzuD6n7X23vbO/8dqObpH17OUJZQZqpPSOfjXIBzAbWoSuT3NlPUnI8XNX+rTlrQTnt+ekMo+6hyb7bP9/cY38ex/HTv7z2/GBR59znv3udnbpUDTaQOpOfGJcCmadObgfOfbhnnXGJmY0APsGOvoK4Grp6anDSzRw9g/0ejXvb6bE/vnsMaiMxKB3H8yMF6oNUBHH46fuTZ0PEjh0rHzlHv1lYHsD/7PX5+l989gqEckBUHstCBJFIzxjl3DXDNkdzn4WBmaw8kSxXZFx0/8mzo+JFnQ8ePHCodO/JszNXj50Aqe24Blk2bXjo1b5/LTFXt66TZ6ISIiIiIiMiccyCJ1B3ASWZ2nJlFwKXAf+y1zH8AV0yNvwb47v6ejxIREREREZnNnrFq39QzT78D/A/Np9Cvd849aGb/B1jrnPsP4Drg82b2BDBMM9may2Z99URpKR0/8mzo+JFnQ8ePHCodO/JszMnjp2Ud8oqIiIiIiMxWahBfRERERETkICmREhEREREROUhKpA6Rmf2lmd1nZveY2bfNbHGrY5LZw8z+3swemTqG/t3Mulodk8wOZvZaM3vQzDIzm3NNycrhYWYvMbNHzewJM3tvq+OR2cPMrjezATM7Brrpk5lmZsvM7Htm9tDUueuo6zDq2VAidej+3jl3pnPubOA/gQ+0OiCZVb4DnO6cOxN4DHhfi+OR2eMB4NXAD1sdiMwOZuYDnwBeCpwGvMHMTmttVDKL3Ai8pNVByKyVAH/onDsNuAD47bn0+6NE6hA558anTbYBarVDDphz7tvOuWRq8laa/bOJPCPn3MPOuUdbHYfMKucBTzjn1jnnYuBfgVe1OCaZJZxzP6TZIrPIQXPObXPO3TU1PgE8DCxpbVQz5xmbP5enZ2YfBi4HxoBfbHE4Mnu9Gbi51UGIyJy1BNg0bXozcH6LYhGRY5SZrQSeA9zW2khmjhKp/TCz/wUW7uOtP3XOfd0596fAn5rZ+4DfAT54RAOUo9ozHT9Ty/wpzWLvm45kbHJ0O5BjR0REZLYwsxLwVeD39qrVNaspkdoP59yLDnDRm4D/QomUTPNMx4+ZXQm8AnihU4duMs1B/PaIHIgtwLJp00un5omIHHZmFtJMom5yzt3S6nhmkp6ROkRmdtK0yVcBj7QqFpl9zOwlwB8Dv+qcq7Q6HhGZ0+4ATjKz48wsAi4F/qPFMYnIMcDMDLgOeNg594+tjmemmW6EHxoz+ypwCpABG4Dfcs7pDp8cEDN7AsgBQ1OzbnXO/VYLQ5JZwsx+Hfg40AeMAvc4517c2qjkaGdmLwP+CfCB651zH25xSDJLmNmXgBcAvUA/8EHn3HUtDUpmDTO7GPgRcD/Na2aA9zvn/qt1Uc0cJVIiIiIiIiIHSVX7REREREREDpISKRERERERkYOkREpEREREROQgKZESERERERE5SEqkREREREREDpISKRERERERkYOkREpEREREROQgKZESERERERE5SEqkREREREREDpISKRERERERkYOkREpEREREROQgKZESERERERE5SEqkRERkzjEzZ2YnzvSyIiIiOymREhEREREROUhKpERERERERA6SEikREZlxZvakmf2Rmd1nZmUzu87MFpjZf5vZhJn9r5l1m9kLzGzzPtZ90TNs/zwz+5mZjZrZNjP7ZzOLnmbZG83sU2b2nal9/8DMVuy12IvM7PGp7X3CzGxq3RPM7LtmNmRmO8zsJjPrelb/OSIiMicokRIRkcPlN4BfBk4GXgn8N/B+oI/m+efdz2LbKfD7QC9wIfBC4J37Wf6NwF9OLX8PcNNe778CWAOcCbwOePHUfAP+BlgMnAosA/7iWcQtIiJzhBIpERE5XD7unOt3zm0BfgTc5py72zlXA/4deM6hbtg5d6dz7lbnXOKcexL4NPD8/azyTefcD51zdeBPgQvNbNm09z/inBt1zm0EvgecPbWfJ5xz33HO1Z1zg8A/PsN+RETkGBG0OgAREZmz+qeNV/cxXTrUDZvZyTSTmtVAkeb57M79rLJp54hzbtLMhmmWMu2cv33aspWdsZnZAuBjwPOAdpo3IEcONW4REZk7VCIlIiKtVKaZCAFgZj7Nqn/P5F+AR4CTnHMdNKsM2n6W31X6ZGYlYB6w9QD289eAA86Y2s9lz7AfERE5RiiREhGRVnoMyJvZy80sBP4MyB3Aeu3AODBpZquAdzzD8i8zs4unGqT4S+BW59ymZ1hn534mgTEzWwL80QGsIyIixwAlUiIi0jLOuTGajURcC2yhWUK1eb8rNb0H+E1gAvgMcPMzLP9F4IPAMHAuzZKlA/Eh4BxgDPgmcMsBriciInOcOedaHYOIiMhhY2Y3Apudc3/W6lhERGTuUImUiIiIiIjIQVIiJSIiR6Wpznsn9zG8v9WxiYiIqGqfiIiIiIjIQVKJlIiIiIiIyEFqWYe8vb29buXKla3avYiIiIiIyFPceeedO5xzz9inYcsSqZUrV7J27dpW7V5EREREROQpzGzDgSynqn0iIiIiIiIHSYmUiIiIiIjIQTroRMrMrjezATN7YNq8eWb2HTN7fOq1e2bDFBEREREROXocSonUjcBL9pr3XuD/OedOAv7f1LSIiMhh4ZyjnqRM1BoMl2NGKzFppu48RETkyDnoxiaccz80s5V7zX4V8IKp8c8C3wf+5FnEJSIiwnA55u6NI9y7aZSNwxU2jVTZPFJhYKLO3t0gmkFnIWReMWJRV55TFnSwamE7Jy9s59RF7eQCvzUfQkRE5qSZarVvgXNu29T4dmDBvhYys6uBqwGWL18+Q7sWEZG5op6k/OSJHXz7wX5uXz/Muh1lADyDxV0FlnYXuOSkPhZ25smHPpHvEQUeaeYYrTYYKccMV2I2DVf44u0bqDUyAAqhzwXHz+N5J/Vxycm9nNBXwsxa+VFFRGSWm/Hmz51zzsz2Wb/COXcNcA3A6tWrVQdDRERIM8f3Hhng6/du5XuPDDBZT2jPBZx//Dxes3op5y7v5sylXRSigytRSjPHpuEKD28b52frhvjR4zv43qMPAbBqYTu/cc5SXnX2YuZ35A/HxxIRkTluphKpfjNb5JzbZmaLgIEZ2q6IiMxROybr3HzHJr5420a2jFaZ1xbxijMX8eLTF3LRCT3Puiqe7xkre9tY2dvGS89YBMCm4Qrfe3SAW+7awof/62H+5r8f5pKT+3jLxcdx8Ym9KqUSEZEDZm7vSuYHslLzGan/dM6dPjX998CQc+4jZvZeYJ5z7o/3t43Vq1c7dcgrInLs2TRc4RPfe4Jb7tpCnGY898Qe3nTBCl506gIC/8j1yvHzwUn+/a4t3Lx2E4MTdX5hcQdvf/4JvOz0hUc0DhERObqY2Z3OudXPuNzBJlJm9iWaDUv0Av3AB4GvAV8GlgMbgNc554b3tx0lUiIix5ato1X++XtP8G9rN2EYr1+zjCsuWsmJ80stjauepHzt7i18+ofrWDdYZkVPkT968Sm8/IxFKqESETkGHbZEaqYokRIROTaU6wkf/+4TXP/j9Tgcl65Zzjt/8QQWdRZaHdoesszxnYf7+cdvP8aj/ROcvayLP335qaxZOa/VoYmIyBGkREpERFrKOcc37tvGX3/zYbaP13j1OUv4g18+maXdxVaHtl9p5vjqnZv5h+88Sv94nZefsYgPvvI0NUohInKMONBEasZb7RMREXlyR5n33nIft64b5vQlHXzijedw7oruVod1QHzPeN2aZbzirEV85ofr+cT3n+CHjw/yvpeeyqVrluF5qu4nIiIqkRIRkRmUZY7P/exJPvKtR4h8jz956SouXbMcfxYnH+t3lHn/Lffzs3VDrFnZzd/+xpkc39fa57pEROTwUdU+ERE5ojYNV/jjr9zHz9YN8YJT+vjIq89kYefcqA7nnOPf7tzMh7/5MHGS8cFXnsbr1yxTYxQiInOQqvaJiMgR8837tvHer96HA/72N87gdavnVpJhZrxu9TKef3Iff/Dle3jvLffz/UcH+ZtXn0F3W9Tq8EREpAXUUYaIiByyWiPlA19/gN/+4l2cuKDEt37vebx+zfI5lURNt6Ajz+fffD7vf9kq/t8j/bz0Yz/ijif329uHiIjMUUqkRETkkGwYKvOaT/2Uz/1sA1dfcjxffvuFR32LfDPB84yrLzmBf3/ncylEPm+45lZu/Ml6WlVVXkREWkOJlIiIHLQfPT7IKz/+YzYNV7n28tW8/2WnEvrH1inl9CWdfP13nssLTpnPX3zjIX7/5nuoxmmrwxIRkSPk2DrriYjIs+Kc44afrOfKG+5gUWeB/3zXxbzotAWtDqtlOvIh17zpXN7zKyfz9Xu38up/+SmbRyqtDktERI4AJVIiInJA4iTjvV+9nw994yF+adV8vvrOi1g2b+5X5Xsmnmf8zi+dxA1XrmHzSIVf+8RPuXfTaKvDEhGRw0yJlIiIPKOxaoPLr7+Nm9du4l2/dCKfvuxcSjk1/DrdC06Zzy3vuIh86PH6a37Gtx7Y1uqQRETkMFIiJSIi+7V1tMrrPvUz7twwwj+9/mz+8FdOwZvFHeweTictaOdrv/1cTl3UwW994S4+/YOfqxEKEZE5SomUiIg8rUe2j/PqT/6UraNVbrzqPH7tOUtaHdJRr7eU40tvu4CXn7mIv/nvR/jwNx8my5RMiYjMNaqXISIi+3TbuiHe+tm1tOUCvvxbF3Lqoo5WhzRr5EOfj1/6HPpKOa798XqGyzF/+5ozj7mWDUVE5jIlUiIi8hQ/eGyQt39+LUu6Cnz+LeezuKvQ6pBmHc8zPvjK0+gtRXz0248xUon55BvPpRD5rQ5NRERmgG6NiYjIHv7nwe287bNrOb63xJfffqGSqGfBrNmi31//+hn84LFB3nTdbUzUGq0OS0REZoASKRER2eXr92zhnTfdxWmLO/jS2y6gp5RrdUhzwm+ev5yPv+Ec7tk0yuXX3864kikRkVlvRhMpM/t9M3vQzB4wsy+ZWX4mty8iIofPzXds5PduvofVK7r5wlvPp7MYtjqkOeXlZy7iE288hwe2jHHZtbcxVlEyJSIym81YImVmS4B3A6udc6cDPnDpTG1fREQOnxt+sp4/+er9XHJSHzdedZ76iDpMXvwLC/nUZefyyLYJ3vCZWxkpx60OSUREDtFMV+0LgIKZBUAR2DrD2xcRkRl2w0/W86FvPMSLf2EB11yuxhAOtxee2vx/fmJwkjd85laGJuutDklERA7BjN1ydM5tMbOPAhuBKvBt59y3Z2r7IiIy875w64ZdSdQ//+Y5s7d57rU3HPq6q6+auTgO0AtOmc/1V6zhrZ+7g0uvuZUvvu0C+tr1PJqIyGwyk1X7uoFXAccBi4E2M7tsr2WuNrO1ZrZ2cHBwpnYtIiKH4Mt3bOLPvvYAL1w1n4+/YRYnUbPUxSf1csOV57F5pMpl196man4iIrPMTFaCfxGw3jk3CGBmtwAXAV/YuYBz7hrgGoDVq1erm3cRkRa55a7N/Mkt9/H8k/v45GXnEAVTSdQsK9mZ7S48oYdrr1jNVTfeweXX385Nbzufjrwa+RARmQ1m8vbjRuACMyuamQEvBB6ewe2LiMgM+I97t/Kef7uXi07o4dNvOpdcoGeiWum5J/byqcvO4ZHt47z5hjuoxEmrQxIRkQMwk89I3WZmXwHuAhLgbqZKn0RE5OjwrQe28fs338OalfO49vI15MMZTKKeTWkWHNMlWr+0agEfu/Q5/M4X7+Jtn1vLdVfM8N9GRERm3IxWiHfOfdA5t8o5d7pz7k3OOTVFJCJylPjR44O860t3c/ayLq6/co1a5zvKvOyMRXz0tWfx058P8c6b7iJOslaHJCIi+6Eni0VEjgH3bBrl7Z+/kxP6Slx/5Rra1E/UUenV5yzlw792Bt99ZIDfu/luklTJlIjI0UpnUhGROe6JgQmuvOF2eks5Pvfm8+gsqDGDo9lvnr+caiPlL//zIToLD/DXv34GzUePRUTkaKJESkRkDts8UuGya28n9D2+8Jbzmd+Rb3VIT+/ZPmM1h7zl4uMYKcf88/eeoKctx3tefEqrQxIRkb0okRIRmaN2TNa5/LrbqcQJN7/9Qpb3FFsdkhyEP/yVkxkq15vJVCniquce1+qQRERkGiVSIiJz0EStwZU33M7WsSpfeMv5nLqoo9UhHb1aWRK2n5YKzYy/+rUzGC7HfOgbDzGvLeJVZy85gsGJiMj+qLEJEZE5ptZIedvn1vLItgn+5Y3nsnrlvFaHJIfI94yPXfoczj9uHn/45Xv5wWODrQ5JRESmKJESEZlDkjTj3V+6m1vXDfMPrzuLX1w1v9UhybOUD30+c8VqTlrQzju+cCd3bxxpdUgiIoISKRGROcM5x59//QG+/VA/f/HK01QNbA7pyId89s1r6C3lePONd/DEwGSrQxIROeYpkRIRmSM+/t0n+NLtm/jtXzyBK9UwwZwzvz3P599yHr7ncfl1t7FtrNrqkEREjmlKpERE5oAvr93EP37nMV59zhLe8ytqKnuuWtHTxo1XrWG8lnDF9bczVm20OiQRkWOWEikRkVnu+48O8L5b7ud5J/XykVefqc5b57jTl3RyzZvOZf2OMm///FrqSdrqkEREjklKpEREZrH7N4/xzpvu4pQF7XzyjecQBfpZPxZcdGIvf/+as7h13TDv+bf7yDLX6pBERI456kdKRGSW2jRc4aob76C7GHHDVWtoz4etDkmOoF97zhK2jlX5u289yuKuPO976amtDklE5JiiREpEZBYaKcdccf3tNNKMf736fBZ05FsdkrTAO55/AltHq3z6B+tY3FngiotWtjokEZFjhhIpEZFZptZIectn72DzaJWb3no+J85vb3VI0iJmxod+9XS2j9X5i288yIKOPC85fWGrwxIROSaYc62pV7169Wq3du3aluxbRGS2SjPHO75wJ995uJ9P/uY5vPSMRU9daO0NRz4wOfJWX7VrtBqnvOEzt/LwtnG++LYLOHdFdwsDExGZ3czsTufc6mdaTk8li4jMEs45PvSNB/n2Q/184BWn7TuJkmNSIfK57orVLOrM89bP3sG6QXXYKyJyuCmREhGZJT71g3V87mcbuPqS47lKHe7KXnpKOW686jzMjCtuuJ3BiXqrQxIRmdNmNJEysy4z+4qZPWJmD5vZhTO5fRGRY9XX7t7C337rEV551mLe+5JVrQ5HjlIre9u47orVDE7Uectn76ASJ60OSURkzprpEqmPAd9yzq0CzgIenuHti4gcc37yxA7+6Cv3csHx8/joa8/E89Thrjy95yzv5uNvOIcHtozxO1+8myTNWh2SiMicNGOJlJl1ApcA1wE452Ln3OhMbV9E5Fj00NZx3v75Ozmut41Pv2k1ucBvdUgyC/zyaQv4P686ne8+MsCff/1BWtWwlIjIXDaTJVLHAYPADWZ2t5lda2Zt0xcws6vNbK2ZrR0cHJzBXYuIzD1bRqtcdePtlHIBN151Hp0FdbgrB+6yC1bwjhecwJdu38gnv//zVocjIjLnzFjz52a2GrgVeK5z7jYz+xgw7pz7830tr+bPRUSe3lilwWs+9VO2j9X4t3dcyKqFHQe+spo/lymZgz+4o4OvbczzD2vG+Y0Vtd1vTms+XUREdmtF8+ebgc3Oudumpr8CnDOD2xcROSbUGilv+/xanhwq8+nLzz24JEpkGs/g71aPc1FfzJ+sbedH/SrVFBGZKTOWSDnntgObzOyUqVkvBB6aqe2LiBwLsszxh/92L7evH+ajrz2Li07obXVIMstFHnzqojFO7Eh5x886eXA0aHVIIiJzwky32vcu4CYzuw84G/jrGd6+iMic9uH/ephv3reN9710Fa86e0mrw5E5oiN03PDcUdpDx5U/7mRTWd1Iiog8WzP6S+qcu8c5t9o5d6Zz7teccyMzuX0Rkbns2h+t47ofr+fKi1Zy9SXHtzocmWMWFTM+e/Eo9dS44sddjJTjVockIjKr6ZaUiMhR4D/v28pfffNhXvILC/nzV5yGmfqKkpl3cmfKtReNsbns85bP3kE1TlsdkojIrKWK0iIiLXbbuiH+4OZ7Wb2im3+69Gz8u25sdUgyh53X1+Bj543zztuMd33pbj512TkEvu6riogcLP1yioi00GP9E7ztc2tZNq/AtVesJh+qw105/F66tM5fvPIX+N+H+/nAf6jDXhGRQ6ESKRGRFtk+VuPK628nF/rceNV5dBWjVockx5ArLlrJ9vEa//L9n7OoI8+7XnhSq0MSEZlVlEiJiLTAeK3BlTfczli1wc1vv5Bl84qtDkmOQX/84lPoH6vxD995jAWdeV63elmrQxIRmTWUSImIHGH1JOUdX7iTJwYmuf7KNZy+pLPVIckxysz429ecyeBknffdcj99pRy/uGp+q8MSEZkV9IyUiMgRlGaOP/jyvfzkiSE+8htncsnJfa0OSY5xoe/xL5edy6mL2nnnTXdx76bRVockIjIrKJESETlCnHN84OsP8M37tvH+l63iNecubXVIIgCUcgHXX7mG3vaIN994B+t3lFsdkojIUU+JlIjIEfL/fecxbrptI29//vFcfckJrQ5HZA/z2/N89qrzcMCbrruN7WO1VockInJUs1Y1ebp69Wq3du3aluxbROSwW3vDHpM3PF7gQ/e28/qVVT5y7gTqb1eOVvePBLzhB10sKmZ8+fkjdOf2cZ2w+qojH5iIyBFiZnc651Y/03IqkRIROcy+tjHHh+5t51cW1/nwOUqi5Oh2RnfCZy4aY8Okz5U/7mKyoQNWRGRflEiJiBxG39sW8Z47OrigL+b/nj9GoF9dmQUunN/gExeM8cBowNU/7aSWtjoiEZGjj07pIiKHyZ07At5xayerOpt3+PN+qyMSOXC/vDjm71dP8NPBiHff1kmStToiEZGjixIpEZHD4NExn6t+0sWiQsqNF4/SHrbmeVSRZ+PVK2p88KwJvr01x3vvbCfTYSwisos65BURmWHrd5R54w+7KPiOzz1vlN68rj5l9rrqpCpjDeOfHirRGTn+7MxJ9NSUiIgSKRGRGbVpuMIbP3MrDuOmS0ZY1qb6UDL7/e6pFUZjj+seL9IVZbxrTasjEhFpPSVSIiIzZPtYjTdeexuT9YR/fd4oJ3boCX2ZG8zgA2dNMh4b//BgicKP1vHW5x3f6rBERFpKz0iJiMyAwYk6v3ntrQyXYz73lvM5rStpdUgiM8oz+LvVE7x0SY2/+ubDfO5nT7Y6JBGRlprRRMrMfDO728z+cya3KyJyNButxLzputvYOlrl+ivXcPayrlaHJHJYBB783/PHedGpC/jA1x/kS7dvbHVIIiItM9NV+34XeBjomOHtiogclcZrDS6//nbW7Shz/RVrOO+4ea0OSeSwCj34xKr7eftIJ++/5T6CjT/htStrB76B1VcdvuBERI6gGUukzGwp8HLgw8AfzNR2RURaZu0N+317LDYu/1EXD40GfPrCMS4e+wasPUKxibRQzodPXTjGW3/SxR+vbSfyHK9aXm91WCIiR9RMVu37J+CPgadtosrMrjaztWa2dnBwcAZ3LSJyZE1Poj554RgvXBy3OiSRIyrvw2cuGuX8vga/f3sH39yca3VIIiJH1IwkUmb2CmDAOXfn/pZzzl3jnFvtnFvd19c3E7sWETnixmLjTVNJ1L9cOMavKImSY1QhgOueO8Y5PQ3efVsHX9+oZEpEjh0zVSL1XOBXzexJ4F+BXzKzL8zQtkVEjhqjsfHGH3bxyFjApy4c40VKouQY1xY4brx4jHN7miVTX3ky3+qQRESOiBlJpJxz73POLXXOrQQuBb7rnLtsJrYtInK0GKk3k6jHxpvPRKk6n0hTKXTcePEoF85v8Edr2/nX9UqmRGTuU4e8IiIHYKjerM73xHjANReN8YKFSqJEpisGcN1zR3n7Tzt5750dxKlx+YnVpy74DI24PCO1+iciR4kZ75DXOfd959wrZnq7IiKtsrXi8drvd7NuIuAzSqJEnlbeh2suGuNFi+p84J52rn2s0OqQREQOmxlPpERE5pJ1Ez6v/X43g1WPzz9vlOcriRLZr5wPn7xwjJcuqfFX97Xz8YeLONfqqEREZp4SKRGRp/HgaMDrvt9NLTW+9PxR1vQ2Wh2SyKwQefDx88d59fIq//BgiQ/dWyJTMiUic4yekRIR2Ye1Tw5z1Q+6aA8cn79klBPa01aHJDKrBB58dM0E3TnHdY8XGa57fHTNOJFu4YrIHKFE6v9v787D5KrKPI5/39q7lu6uTncTspDOpiGRRRIDwUgCBMQgMkiUDAqjMuOICz6Cy4zjjOPMOCAgIzgRQcUR5NGHh82oLAZE9iUhRJJ0QoBgIAHTSXpfaj/zR1WSDkvSnVR3VXX/Ps9zn3vr1u1b54/T5973nnPfIyLyJg9v2sE/3rKKccEct5zUzvjwO84zLiL74TH41tHd1AdzfG9dlPaU8eN5HYQP5e7jUJJVKFGFiBSRAikRGbkO4obrtr+E+OazMaZXZ7j5A+00hDQeSeRQmMHFM3qpC+b452djnP9InJ+/v514UP9bIlLZ1MEuIgI4B9esj/D1VdXMa0hz20IFUSLFdN7kBNfP66C53cfH/hTntR7dgohIZVMrJiKjXioHl62Kcd2GCB9r6uOm+e3E/AqiRIrtg+NT3PyBdloSHs75Yx3P7dLAGBGpXAqkRGRU60wbn3q0lju3VHHpzG6unN2FXy2jyJA5oSHNnSe3EfY5lj4c5/dbg6UukojIQdHtgoiMWtt6PXzsoTjP7PRz9ZxOLpnZi1mpSyUy8k2rznLXKa0cFU/zhadqWLZRc02JSOVRICUio9LTO/x85ME6Xu/18Iv57SxpSpS6SCKjypig45cntXP2xARXrYvytVUxUkqQKSIVRIP2qr7DAAAQs0lEQVSTRWRUcQ5+ubmK76yJckQ0y43zOphWrTmiREoh5IUfzO2kKZrl2g0RXu3xsuyEDiV6EZGKoB4pERk1kln45uoY//pcjJMOS3H3KW0KokRKzAy+MquHa+d28Hybn7MerGO1klCISAVQSyUi5e1QJt/sp6XPw8VPVfPsrgBfmNHDpbN68Op9KJGycfYRSaZVt/G5J2s4709xvn1sF5+YktB7iyJSttQjJSIj3sqdfs56ME5zu59lJ3TwtfcoiBIpR7NqM/z21FZObEzxreeq+fqzMRLqNBaRMqUeKREZsXIOrt8Y5prmCBPCWX4+v42ZtZlSF0tE9qM24LhpfgfXNke4bkOEDe0+rp/XwcRIETJRHEoP95xPH/rvi8iIoh4pERmRWhIeLny0lqvWR1k8IcnvFimIEqkUXoNLZ/Xw0xPb2dLjZfGKOpa/pvmmRKS8KJASkRHnse1+Fq+Is3Knnytmd3Ld3E5ifmUBE6k0i8aluGdRK9Ors1zydA2XrYzRnda4XBEpD0ULpMxsopk9ZGbNZrbezL5crHOLiAxEKgdXrYtwwaO11AYcy09tZelkvawuUskmRnLctrCNS47s4a4tIc58IM6aVr2ZICKlV8weqQxwmXNuJnAC8AUzm1nE84uIvKPmdh9nPxhn2cYIS5oSLD+1lXfX6C11kZHA58kP9fv1gnbSOWPJQ3GWbQyTVUeziJRQ0QIp59wbzrnVhe0uYAMwvljnFxF5O+kcXNcc5iMPxtmR8PCTE9u5ak4XYT2wFhlx5jakufe0Vj44PslV66IseSjOi53eUhdLREapIXlHysyagPcCT79p/2fNbJWZrdqxY8dQ/LSIjCKbOrx89KE41zTnE0qsOL2V08alSl0sERlCNQHH/x7fyQ/mdvCXbi9nPlDHDzeESRchqZ+IyGCYc8XtFzezKPAw8F3n3J3vdNycOXPcqlWrivrbIlKmijSp7m7JLPxkU5jrNkSI+hzfPa6LD01IFvU3RKT87UwY314T4/dbQ8ysTXPl7C7eEx+i7JxKfy4yapjZs865OQc6rqg9UmbmB+4Abt1fECUicrAe2+7nQyvquHp9lNPGJfnD6bsURImMUvUhx7ITOrlhXjs7Ex7O/mOcK9ZG6NVMByIyDIqZtc+AnwEbnHPXFOu8IiIA2/s8fPGpaj75aJwc8Iv57Sw7oZP6kN42FxntPjg+xYrTWzl3UoIfvxDhlPvHsPy1IEUedCMiso9i9ki9H7gAOMXM1hSWxUU8v4iMQukc/OzFKk69v44/vB7kKzO7ue+0VhaM1btQIrJXTcBx5Zwu7ljYSn0wxyVP13Dew7U0tyvzjIgMjaK1Ls65xwDN1iIiReEc3LstyFXrIrzS7WPh2CTfObabSVGlNBeRdza7PsNvTm3jtldCXLUuyocfiPOJqX1cOrOHeFBdVCJSPEVPNjFQSjYhUkGKnCziQJ7Z4efytVGea/XzruoM/3RUNyePTWliXREZlI6U8T/NEW55uYqw1/EP7+rlM9P7iPpLcO+jZBUiFWOgySbU3y0iZePFTi/fWxvlgTeCjK3KcuXsTs5tSuBVACUiB6Em4Pj3Y7s5f3If318f4ZrmKP/3UpjPz+jhk1P7CGkKKhE5BOqREpEDG+IeqeZ2H8s2hrlna5Coz3HxjF4+Pa2XKj3qEZEi+nOrj6vXRXm0JcDhVVm+dGQPS5oSBIZkVs0iUm+WyLBSj5SIlL3ndvlYtjHCA28EiflyfH5GLxdN76VO7zGIyBA4pi7DLSe180SLn6vXRfnm6mp+uCHCRdN7WTo5UZohfyJSsRRIiciwcg4ea/FzwwsRHmsJEA/kuGxWNxdO7aMmoJsYERl6JzamuePkNh7eHuCGF8L81/MxrtsQ4YKpfXxqWi8NmlZBRAZAgZTIaDHMCSPerDtt3LklxC9eruLlLh8NoSz/cnQX509JEPHppkVEhpcZLBybYuHYFGtafdzwQpgfbQzzk01hzp2U4IKpfcys1cy+IvLOFEiJyJDa3OXl5peruP0vIbozHo6Jp7nmfZ2cOSFBUC96i0gZOLYuw/XzOnmly8uNm8LcuSXEr16p4r11aT45tY8zJySUmEJE3kKBlIgUXXfauGdrkNu3hHhmZwC/Oc6cmOTvpvby3jF6wisi5WlyLMvls7v4xlHd3LElxK2bq7hsZTX/sSbKkqYESyf3Mb1ac9mJSJ4CKZFKUuLhefuTdfBEi587tlRx37YgiawxOZrhq7O6+fjkBI2hXKmLKCIyILUBx0XT+/jMtD6e2uHn1s1V3PxSFT97MczM2jR/MzHBWROTHB5WuyYymimQEpGDlsnBMzv93L8tyH3bgmxPeKn25/jopATnTurjuLqMJtEVkYplBvMa08xrTLMjYfzutRB3vxriv9fGuHxtlOMb0pw9McHp45OMUbZRkVFH80iJVJIy6JFKZuGJlgD3bQuy4vUgrSkPIa/jpMNSfGRigkXjknqXQERGtFe6vCx/LchvXg2xuduHB8fsMWkWjUtx2rgkU2JlNPxPc1CJDJrmkRKRonAONnd7eeSvAR7ZHuCpHQH6skbMl+OUw1OcMT7JgrFJwmpNRGSUmBzL8uWZvVxyZC/r232seD3IijcCXL42yuVro0yJZVh0eJL5jWneV5/S5OIiI5R6pEQqyTD1SL3R62HlLj9PtuSDp229+S6mpmiGkw5LcfLYFCc2ppR1T0Skn229Hh4sBFVPtQRIOyPgcRw3Js37G/Pt5jHxDD5PqUs6COrRklFIPVIiMiBZBy91elm1y8/KnQFW7vTvCZyivhzzGtN87t29LDgsyRFRvVgtIvJOxodzXDitjwun9dGbgZU7Azze4ufxlgDXrI/w/fVRqryOY+rSHFeX5rgx+aVO71eJVCQFUiKjSNbBy51e1rb7WdvmY22bj+Z2P33ZfEaI+mCWufVpLprey9z6NDNqKuzJqYhImQj7YMHYFAvGpoAe2pLGkzsCPLPTz+pdfm7cFCbj8m1vUzTDUfEMs2ozzKzJMLM2TX1IwZVIuVMgJaNTGSRtGEqZHGzt9bKp08uLHT42dfrY1Onl5S4fqVz+wl3ldcyqTXPe5D6OimeYMybNEZGssuyJiAyBeNCxeEKSxROSAPRlYG2bn9Wt+cBq9S4/v30ttOf4w0JZjqzNMC2WZUosw9TCuj7o1E6LlAkFUiIVqjcDr/Z480u3ly09XrZ05z9v7fHuedIJMK4qy/TqDPMb+5hRm+HoeJopsSxeXYxFREqiygdzG9LMbUjv2deeMprbfXuXDh9PtgRI5vY21jF/bk9Q1RTJMj6SY3w4y/hwlrFVOfwaRSAybBRIiZQR56AnY7SljNakhx0JD3/t87C9z8tf+2/3eehM73u1rPbnmBTNMqs2w4fGJ2mK5oOn6dVZYn4NERERKXe1AceJjWlObNwbXOVcPonF5i4fm7u8vNzlZXOXj8e3B7gzsW/GHw+Ow6p2B1Y5GkM5GkJZ6kOOhlCWhlCO+mCOuqDDM9AHaaUawaEkF1IBihpImdkZwLWAF/ipc+6KYp5fpBIks/lgqDttdGU89KSN7kxhSReWjGdPsNSW9NCaMtqSHtpSnj1D7/rz4GgI5RhblaMpmuWEhhSHVeWYGMkyKZJlUjRLbUDBkojISOMxmBjJMTGSYsHYfb9LZOH1Xi/bej2FtZethe3VrX5a+jz79Gbt5jVHPJCjJuCoDeSo8efX1QG3Z7sm4Kjx54j6HRGfo8qXX4d9jrDX6f1ZEYoYSJmZF1gGnAZsBVaa2XLnXHOxfkPK0H6eVDkHjvzTtP7rvfvtLftze9YG+3ze+3e7v3/r+fLrTM7Iuvx7QhmX307ndq8h64yMC5LJGRkH2cJx+ePzf5/KQTJrJHNGItt/20hm9/0uVdjuzRg9GXvbQOjNDEdtwBEP5qgL5JgYyXFMPLPnczzoqAvkGFMInuqDOV20RERkHyEvTIllCxMAp9/yvXPQnTF2JvIjHHYkPXu2dyU9dKSMjrSH7QkPmzp9dKTyDwAHIuDpF1gVgqsqnyPgcQQ8EPTm1wGP22c7sM/+/Npr4Cus84vD9/qtePrt9xX2ez35bY+Br/DZa/kHjrvfHfMY2NEfxww8ZhhAv20zyx+DYR7eus/IL4XtvX+XP05kt2L2SM0FXnLObQYws18DZwOVE0gdSvf1oXZBj6DkB/dtC/K5J2tKXYxD5rd84x/0QsjrCBYuACEvBD2Oan+OxlD+YhH05C8g0d2L3xWe4uWI+RwRf7/9hYvOgIdViIiIHAQziPkdMX+WybHsgP4mk4POtNGR8tCeKjwkzObXu5ee3dvZ/HZfYV8im/+7VA5SufyDxWS2sF1Y939/d0jd88chOe2RNWnuPa1tSM5dUqW8j63gYZxFm5DXzJYAZzjn/r7w+QLgeOfcF/sd81ngs4WP7wZeKMqPV7Z6YGepCyFyiFSPZSRQPZaRQnVZRoJS1uNJzrmGAx00rMkmnHM3AjcO52+WOzNbNZCZk0XKmeqxjASqxzJSqC7LSFAJ9biYb11sAyb2+zyhsE9ERERERGREKWYgtRKYbmaTzSwALAWWF/H8IiIiIiIiZaFoQ/uccxkz+yJwP/n05zc559YX6/wjmIY6ykigeiwjgeqxjBSqyzISlH09LlqyCRERERERkdFCM9OIiIiIiIgMkgIpERERERGRQVIgNQzM7CYzazGzde/w/dlm9ryZrTGzVWY2f7jLKHIgB6rH/Y57n5llCnPLiZSdAbTJC82so9AmrzGzfxvuMoocyEDa5EJdXmNm683s4eEsn8hADaBN/lq/9nidmWXNrG64y/l29I7UMDCzk4Bu4Gbn3Hve5vso0OOcc2Z2NHCbc27GcJdTZH8OVI8Lx3iBFUCCfMKZ24exiCIDMoA2eSHwVefch4e7bCIDNYB6XAs8AZzhnHvVzBqdcy3DXU6RAxnI/UW/Y88CvuKcO2VYCncA6pEaBs65R4DW/Xzf7fZGtBFA0a2UnQPV44IvAXcAulhL2RpgXRYpawOox+cDdzrnXi0cr3ZZytIg2+S/BX41hMUZFAVSZcLMzjGzjcDvgc+Uujwig2Vm44FzgOtLXRaRIphnZn82s3vNbFapCyNyEN4FxM3sT2b2rJldWOoCiRwKMwsDZ5B/YFsWijaPlBwa59xdwF2F7s3/BBaVuEgig/UD4BvOuZyZlbosIodiNTDJOddtZouBu4HpJS6TyGD5gNnAqUAV8KSZPeWc21TaYokctLOAx51zZTOiQIFUmXHOPWJmU8ys3jm3s9TlERmEOcCvC0FUPbDYzDLOubtLWyyRwXHOdfbbvsfMfqQ2WSrQVmCXc64H6DGzR4BjAAVSUqmWUkbD+kBD+8qCmU2zwt2nmR0HBIFdpS2VyOA45yY755qcc03A7cDnFURJJTKzsf3a5Lnkr5Vqk6XS/AaYb2a+wpCo44ENJS6TyEExsxpgAfl6XTbUIzUMzOxXwEKg3sy2At8G/ADOuR8D5wIXmlka6APO65d8QqQsDKAei1SEAdTlJcDFZpYh3yYvVZss5eZA9dg5t8HM7gOeB3LAT51z+52+QqQUBnh/cQ7wh0IPa9lQ+nMREREREZFB0tA+ERERERGRQVIgJSIiIiIiMkgKpERERERERAZJgZSIiIiIiMggKZASEREREREZJAVSIiIiIiIig6RASkREREREZJD+Hy/g9ZBL1qkYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x1296 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "import seaborn as sns\n",
    "varnames = means.keys()\n",
    "fig, axs = plt.subplots(nrows=len(varnames), figsize=(12, 18))\n",
    "for var, ax in zip(varnames, axs):\n",
    "    mu_arr = means[var]\n",
    "    sigma_arr = sds[var]\n",
    "    ax.set_title(var)\n",
    "    for i, (mu, sigma) in enumerate(zip(mu_arr.flatten(), sigma_arr.flatten())):\n",
    "        sd3 = (-4*sigma + mu, 4*sigma + mu)\n",
    "        x = np.linspace(sd3[0], sd3[1], 300)\n",
    "        y = stats.norm(mu, sigma).pdf(x)\n",
    "        ax.plot(x, y)\n",
    "        if hierarchical_trace[var].ndim > 1:\n",
    "            t = hierarchical_trace[var][i]\n",
    "        else:\n",
    "            t = hierarchical_trace[var]\n",
    "        sns.distplot(t, kde=False, norm_hist=True, ax=ax)\n",
    "fig.tight_layout()"
   ]
  }
 ],
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  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  },
  "nav_menu": {},
  "toc": {
   "navigate_menu": true,
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 "nbformat": 4,
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}
